Project Specifications

Returns: Stroke Description.

According to the World Health Organization (WHO) stroke is the 2nd leading cause of death globally, responsible for approximately 11% of total deaths.
Each year, ≈795000 individuals in the United States experience a stroke. The Global Burden of Disease Study showed that 90.5% of the stroke incidences were attributable to modifiable risk factors.1
Risk Factors
Personal background Gender Age BMI
Health history Tobacco use High blood pressure Heart disorders

Methodology

The data analysis was carried out on the dataset in different phases. Various functions and libraries in R were used. The respective phases and methods followed for this research are:

Preprocessing: Elimination of unwanted/duplicate values as well as cleaning the dataset.

Exploratory Data Analysis: Univariate and Bivariate analysis was performed to get valuable information about the explanatory variables and their relation with the response variable through plots and visualization.

Feature Selection: The most influencing features out of all the independent variables were identified using the correlation matrix.

Predictive Modeling: The classification model used for this study include Logistic Regression. A confusion matrix is constructed for all the models in order to evaluate the performance of the models based on accuracy.

R libraries: plotly, stats, tidyr, DT, pastecs, pwr, ggplot2, dplyr, gcookbook, ggbeeswarm, car, psych, polycor, ppcor, corrplot, caret, mlogit, AICcmodavg, epitools, prettyR, plotrix, reshape2, MASS, VIM, mice, data.table, stringi, stringr, RColorBrewer, DBI, e1071, tidyverse, ggpubr, rstatix, modeest, expss, gdata, lubridate, dbplyr, Hmisc, sqldf, broman, univOutl, ggstatsplot, fitdistrplus, WeibullR, boot, ggm, QuantPsyc, GGally, ROSE.

library(plotly)
library(stats)
library(tidyr)
library(DT)
library(pastecs)
library(pwr)
library(ggplot2)
library(dplyr)
library(gcookbook)
library(ggbeeswarm)
library(car)
library(psych)
library(polycor)
library(ppcor)
library(corrplot)
library(caret)
library(mlogit)
library(AICcmodavg)
library(tools)

Results

Data Summary

Returns: Dataframe of the dataset and its summary

This analysis gives us a data-driven decision to decide the health and lifestyle choices to consider towards the goal of stroke prevention.

Stroke_analysis1 <- read.csv(file = "./data/Stroke_dataset.csv", header=T, na.strings = "?")
datatable(head(Stroke_analysis1,20), rownames = TRUE, options = list(autoWidth = TRUE,pageLength = 7, scrollX=T),caption = 'Table 1: Aggregate link dataset' )

str(Stroke_analysis1)

## 'data.frame':    5110 obs. of  16 variables:
##  $ id               : int  9046 51676 31112 60182 1665 56669 53882 10434 27419 60491 ...
##  $ gender           : chr  "Male" "Female" "Male" "Female" ...
##  $ age              : num  67 61 80 49 79 81 74 69 59 78 ...
##  $ hypertension     : int  0 0 0 0 1 0 1 0 0 0 ...
##  $ heart_disease    : int  1 0 1 0 0 0 1 0 0 0 ...
##  $ ever_married     : chr  "Yes" "Yes" "Yes" "Yes" ...
##  $ work_type        : chr  "Private" "Self-employed" "Private" "Private" ...
##  $ Residence_type   : chr  "Urban" "Rural" "Rural" "Urban" ...
##  $ avg_glucose_level: num  229 202 106 171 174 ...
##  $ bmi              : chr  "36.6" "NA" "32.5" "34.4" ...
##  $ smoking_status   : chr  "formerly smoked" "never smoked" "never smoked" "smokes" ...
##  $ stroke           : int  1 1 1 1 1 1 1 1 1 1 ...
##  $ sysBP            : num  146 135 131 122 131 126 119 138 120 139 ...
##  $ diaBP            : num  82 86 79 87 85 82 90 85 89 75 ...
##  $ BMI              : num  27.2 24 23 25 25 ...
##  $ OnAdmit_heartRate: int  70 77 71 81 77 73 77 80 83 80 ...

any(is.na(Stroke_analysis1)) # suggests that there are missing values

## [1] FALSE

#Stroke_analysis_actual <- Stroke_analysis_actual[complete.cases(Stroke_analysis_actual), ]
#nrow(Stroke_analysis_actual)# there are missing values

head(Stroke_analysis1)

id	gender	age	hypertension	heart_disease	ever_married	work_type	Residence_type	avg_glucose_level	bmi	smoking_status	stroke	sysBP	diaBP	BMI	OnAdmit_heartRate
9046	Male	67	0	1	Yes	Private	Urban	228.69	36.6	formerly smoked	1	146	82	27.17	70
51676	Female	61	0	0	Yes	Self-employed	Rural	202.21	NA	never smoked	1	135	86	24.00	77
31112	Male	80	0	1	Yes	Private	Rural	105.92	32.5	never smoked	1	131	79	23.00	71
60182	Female	49	0	0	Yes	Private	Urban	171.23	34.4	smokes	1	122	87	25.00	81
1665	Female	79	1	0	Yes	Self-employed	Rural	174.12	24	never smoked	1	131	85	25.00	77
56669	Male	81	0	0	Yes	Private	Urban	186.21	29	formerly smoked	1	126	82	27.00	73

nrow(Stroke_analysis1) # Rows 5110

## [1] 5110

ncol(Stroke_analysis1) # Columns 16

## [1] 16

# Read in the data file such that "?" is taken to be NA
Stroke_analysis1 <- read.csv(file = "./data/Stroke_dataset.csv", header=T, na.strings = "?")
head(Stroke_analysis1)

id	gender	age	hypertension	heart_disease	ever_married	work_type	Residence_type	avg_glucose_level	bmi	smoking_status	stroke	sysBP	diaBP	BMI	OnAdmit_heartRate
9046	Male	67	0	1	Yes	Private	Urban	228.69	36.6	formerly smoked	1	146	82	27.17	70
51676	Female	61	0	0	Yes	Self-employed	Rural	202.21	NA	never smoked	1	135	86	24.00	77
31112	Male	80	0	1	Yes	Private	Rural	105.92	32.5	never smoked	1	131	79	23.00	71
60182	Female	49	0	0	Yes	Private	Urban	171.23	34.4	smokes	1	122	87	25.00	81
1665	Female	79	1	0	Yes	Self-employed	Rural	174.12	24	never smoked	1	131	85	25.00	77
56669	Male	81	0	0	Yes	Private	Urban	186.21	29	formerly smoked	1	126	82	27.00	73

any(is.na(Stroke_analysis1))

## [1] FALSE

Summary : 1. In this data, it is known that there are 2115 males, 2994 females and 1 other sex 2. The average age is 43.23 years, with the youngest age of 0.08 years and the oldest age of 82 years 3. From 5110 data, there were 3353 people who were married and 1757 people who were not married 4. private is the most common work type being 2925 5. there are 2514 people living in rural and 2596 people living in urban 6. average glucose level : 106.15, min: 55.12, and max: 271.74 7. average BMI : 25.46, min: 16.71, and max: 44.71 8. From 5110 data, there were 789 people who smoked,1892 people who didn’t smoke, 885 who smoked formerly and 1544 who’s smoking status is unknown.

Returns: Data cleaning of the dataset

Data cleaning There are two BMI columns present, removing bmi column with Na’s

Stroke_analysis <- Stroke_analysis1[ -c(10)] # final dataset to use further in analysis
any(is.na(Stroke_analysis))

## [1] FALSE

str(Stroke_analysis)

## 'data.frame':    5110 obs. of  15 variables:
##  $ id               : int  9046 51676 31112 60182 1665 56669 53882 10434 27419 60491 ...
##  $ gender           : chr  "Male" "Female" "Male" "Female" ...
##  $ age              : num  67 61 80 49 79 81 74 69 59 78 ...
##  $ hypertension     : int  0 0 0 0 1 0 1 0 0 0 ...
##  $ heart_disease    : int  1 0 1 0 0 0 1 0 0 0 ...
##  $ ever_married     : chr  "Yes" "Yes" "Yes" "Yes" ...
##  $ work_type        : chr  "Private" "Self-employed" "Private" "Private" ...
##  $ Residence_type   : chr  "Urban" "Rural" "Rural" "Urban" ...
##  $ avg_glucose_level: num  229 202 106 171 174 ...
##  $ smoking_status   : chr  "formerly smoked" "never smoked" "never smoked" "smokes" ...
##  $ stroke           : int  1 1 1 1 1 1 1 1 1 1 ...
##  $ sysBP            : num  146 135 131 122 131 126 119 138 120 139 ...
##  $ diaBP            : num  82 86 79 87 85 82 90 85 89 75 ...
##  $ BMI              : num  27.2 24 23 25 25 ...
##  $ OnAdmit_heartRate: int  70 77 71 81 77 73 77 80 83 80 ...

summary(Stroke_analysis)

##        id           gender               age         hypertension    
##  Min.   :   67   Length:5110        Min.   : 0.08   Min.   :0.00000  
##  1st Qu.:17741   Class :character   1st Qu.:25.00   1st Qu.:0.00000  
##  Median :36932   Mode  :character   Median :45.00   Median :0.00000  
##  Mean   :36518                      Mean   :43.23   Mean   :0.09746  
##  3rd Qu.:54682                      3rd Qu.:61.00   3rd Qu.:0.00000  
##  Max.   :72940                      Max.   :82.00   Max.   :1.00000  
##  heart_disease     ever_married        work_type         Residence_type    
##  Min.   :0.00000   Length:5110        Length:5110        Length:5110       
##  1st Qu.:0.00000   Class :character   Class :character   Class :character  
##  Median :0.00000   Mode  :character   Mode  :character   Mode  :character  
##  Mean   :0.05401                                                           
##  3rd Qu.:0.00000                                                           
##  Max.   :1.00000                                                           
##  avg_glucose_level smoking_status         stroke            sysBP      
##  Min.   : 55.12    Length:5110        Min.   :0.00000   Min.   : 83.5  
##  1st Qu.: 77.25    Class :character   1st Qu.:0.00000   1st Qu.:123.0  
##  Median : 91.89    Mode  :character   Median :0.00000   Median :130.0  
##  Mean   :106.15                       Mean   :0.04873   Mean   :130.4  
##  3rd Qu.:114.09                       3rd Qu.:0.00000   3rd Qu.:137.0  
##  Max.   :271.74                       Max.   :1.00000   Max.   :220.0  
##      diaBP             BMI        OnAdmit_heartRate
##  Min.   : 54.00   Min.   :16.71   Min.   : 50.0    
##  1st Qu.: 78.00   1st Qu.:24.00   1st Qu.: 71.0    
##  Median : 83.00   Median :25.00   Median : 75.0    
##  Mean   : 82.53   Mean   :25.46   Mean   : 75.5    
##  3rd Qu.: 87.00   3rd Qu.:27.00   3rd Qu.: 80.0    
##  Max.   :135.00   Max.   :44.71   Max.   :120.0

# The mean of stroke has 1 as its max value and 0 as its min, 25th, 50th, and 75th percentile value. That means, mostly all the values in the column are 0.
# Observations:
# The id column is a unique identifier.
# The dataset contains both categorical and numerical columns.

# Categorical columns:
# Gender: Gender of the patient.
# Hypertension: whether the patient suffers from hypertension (1) or not (0).
# Heart_disease: whether the patient suffers from heart disease (1) or not (0).
# Ever_married: marital status of the patient if married (Yes) else (No).
# Work_type: The type of occupation of the patient.
# Resident_Type: The type of residence of the patient.
# Smoking_status: How often does the patient smoke (if ever).

# Numerical columns:
# Age: Age of the Patient
# Avg_glucose_level: Average Glucose Level of the patient.
# BMI: body mass index of the patient.
# Output Column:
# Stroke: Whether the patient is likely to get a stroke (1) or not (0).


# descriptive statistics allows max. 5000 values
# Solution is to do random sampling 
random_5000values <- Stroke_analysis[sample(1:nrow(Stroke_analysis), 5000), ]
nrow(random_5000values)

## [1] 5000

head(random_5000values)

	id	gender	age	hypertension	heart_disease	ever_married	work_type	Residence_type	avg_glucose_level	smoking_status	sysBP	diaBP	BMI	OnAdmit_heartRate
403	31143	Female	22	0	0	No	Private	Rural	107.52	Unknown	135	75	25	72
3351	3348	Female	58	1	0	Yes	Private	Urban	194.53	never smoked	133	83	25	73
2625	23488	Male	80	1	0	Yes	Self-employed	Urban	213.33	formerly smoked	138	78	26	73
1355	35188	Female	40	0	0	No	Private	Urban	78.04	smokes	139	88	28	76
4391	15464	Female	71	1	1	Yes	Private	Rural	221.24	Unknown	128	76	24	83
3331	48129	Female	56	0	0	Yes	Private	Urban	80.08	never smoked	134	89	24	69

round(stat.desc(random_5000values$age, basic = FALSE, norm = TRUE,  p=0.95),2)

##       median         mean      SE.mean CI.mean.0.95          var      std.dev 
##        45.00        43.23         0.32         0.63       510.75        22.60 
##     coef.var     skewness     skew.2SE     kurtosis     kurt.2SE   normtest.W 
##         0.52        -0.13        -1.95        -0.99        -7.16         0.97 
##   normtest.p 
##         0.00

shapiro.test(random_5000values$age)

## 
##  Shapiro-Wilk normality test
## 
## data:  random_5000values$age
## W = 0.96736, p-value < 2.2e-16

str(Stroke_analysis1)

## 'data.frame':    5110 obs. of  16 variables:
##  $ id               : int  9046 51676 31112 60182 1665 56669 53882 10434 27419 60491 ...
##  $ gender           : chr  "Male" "Female" "Male" "Female" ...
##  $ age              : num  67 61 80 49 79 81 74 69 59 78 ...
##  $ hypertension     : int  0 0 0 0 1 0 1 0 0 0 ...
##  $ heart_disease    : int  1 0 1 0 0 0 1 0 0 0 ...
##  $ ever_married     : chr  "Yes" "Yes" "Yes" "Yes" ...
##  $ work_type        : chr  "Private" "Self-employed" "Private" "Private" ...
##  $ Residence_type   : chr  "Urban" "Rural" "Rural" "Urban" ...
##  $ avg_glucose_level: num  229 202 106 171 174 ...
##  $ bmi              : chr  "36.6" "NA" "32.5" "34.4" ...
##  $ smoking_status   : chr  "formerly smoked" "never smoked" "never smoked" "smokes" ...
##  $ stroke           : int  1 1 1 1 1 1 1 1 1 1 ...
##  $ sysBP            : num  146 135 131 122 131 126 119 138 120 139 ...
##  $ diaBP            : num  82 86 79 87 85 82 90 85 89 75 ...
##  $ BMI              : num  27.2 24 23 25 25 ...
##  $ OnAdmit_heartRate: int  70 77 71 81 77 73 77 80 83 80 ...

any(is.na(Stroke_analysis1)) # suggests that there are missing values

## [1] FALSE

#Stroke_analysis_actual <- Stroke_analysis_actual[complete.cases(Stroke_analysis_actual), ]
#nrow(Stroke_analysis_actual)# there are missing values

head(Stroke_analysis1)

id	gender	age	hypertension	heart_disease	ever_married	work_type	Residence_type	avg_glucose_level	bmi	smoking_status	stroke	sysBP	diaBP	BMI	OnAdmit_heartRate
9046	Male	67	0	1	Yes	Private	Urban	228.69	36.6	formerly smoked	1	146	82	27.17	70
51676	Female	61	0	0	Yes	Self-employed	Rural	202.21	NA	never smoked	1	135	86	24.00	77
31112	Male	80	0	1	Yes	Private	Rural	105.92	32.5	never smoked	1	131	79	23.00	71
60182	Female	49	0	0	Yes	Private	Urban	171.23	34.4	smokes	1	122	87	25.00	81
1665	Female	79	1	0	Yes	Self-employed	Rural	174.12	24	never smoked	1	131	85	25.00	77
56669	Male	81	0	0	Yes	Private	Urban	186.21	29	formerly smoked	1	126	82	27.00	73

nrow(Stroke_analysis1) # Rows 5110

## [1] 5110

ncol(Stroke_analysis1) # Columns 16

## [1] 16

# Read in the data file such that "?" is taken to be NA
Stroke_analysis1 <- read.csv(file = "./data/Stroke_dataset.csv", header=T, na.strings = "?")
head(Stroke_analysis1)

id	gender	age	hypertension	heart_disease	ever_married	work_type	Residence_type	avg_glucose_level	bmi	smoking_status	stroke	sysBP	diaBP	BMI	OnAdmit_heartRate
9046	Male	67	0	1	Yes	Private	Urban	228.69	36.6	formerly smoked	1	146	82	27.17	70
51676	Female	61	0	0	Yes	Self-employed	Rural	202.21	NA	never smoked	1	135	86	24.00	77
31112	Male	80	0	1	Yes	Private	Rural	105.92	32.5	never smoked	1	131	79	23.00	71
60182	Female	49	0	0	Yes	Private	Urban	171.23	34.4	smokes	1	122	87	25.00	81
1665	Female	79	1	0	Yes	Self-employed	Rural	174.12	24	never smoked	1	131	85	25.00	77
56669	Male	81	0	0	Yes	Private	Urban	186.21	29	formerly smoked	1	126	82	27.00	73

any(is.na(Stroke_analysis1))

## [1] FALSE

Stroke_analysis <- Stroke_analysis1[ -c(10)] # final dataset to use further in analysis
any(is.na(Stroke_analysis))

## [1] FALSE

str(Stroke_analysis)

## 'data.frame':    5110 obs. of  15 variables:
##  $ id               : int  9046 51676 31112 60182 1665 56669 53882 10434 27419 60491 ...
##  $ gender           : chr  "Male" "Female" "Male" "Female" ...
##  $ age              : num  67 61 80 49 79 81 74 69 59 78 ...
##  $ hypertension     : int  0 0 0 0 1 0 1 0 0 0 ...
##  $ heart_disease    : int  1 0 1 0 0 0 1 0 0 0 ...
##  $ ever_married     : chr  "Yes" "Yes" "Yes" "Yes" ...
##  $ work_type        : chr  "Private" "Self-employed" "Private" "Private" ...
##  $ Residence_type   : chr  "Urban" "Rural" "Rural" "Urban" ...
##  $ avg_glucose_level: num  229 202 106 171 174 ...
##  $ smoking_status   : chr  "formerly smoked" "never smoked" "never smoked" "smokes" ...
##  $ stroke           : int  1 1 1 1 1 1 1 1 1 1 ...
##  $ sysBP            : num  146 135 131 122 131 126 119 138 120 139 ...
##  $ diaBP            : num  82 86 79 87 85 82 90 85 89 75 ...
##  $ BMI              : num  27.2 24 23 25 25 ...
##  $ OnAdmit_heartRate: int  70 77 71 81 77 73 77 80 83 80 ...

summary(Stroke_analysis)

##        id           gender               age         hypertension    
##  Min.   :   67   Length:5110        Min.   : 0.08   Min.   :0.00000  
##  1st Qu.:17741   Class :character   1st Qu.:25.00   1st Qu.:0.00000  
##  Median :36932   Mode  :character   Median :45.00   Median :0.00000  
##  Mean   :36518                      Mean   :43.23   Mean   :0.09746  
##  3rd Qu.:54682                      3rd Qu.:61.00   3rd Qu.:0.00000  
##  Max.   :72940                      Max.   :82.00   Max.   :1.00000  
##  heart_disease     ever_married        work_type         Residence_type    
##  Min.   :0.00000   Length:5110        Length:5110        Length:5110       
##  1st Qu.:0.00000   Class :character   Class :character   Class :character  
##  Median :0.00000   Mode  :character   Mode  :character   Mode  :character  
##  Mean   :0.05401                                                           
##  3rd Qu.:0.00000                                                           
##  Max.   :1.00000                                                           
##  avg_glucose_level smoking_status         stroke            sysBP      
##  Min.   : 55.12    Length:5110        Min.   :0.00000   Min.   : 83.5  
##  1st Qu.: 77.25    Class :character   1st Qu.:0.00000   1st Qu.:123.0  
##  Median : 91.89    Mode  :character   Median :0.00000   Median :130.0  
##  Mean   :106.15                       Mean   :0.04873   Mean   :130.4  
##  3rd Qu.:114.09                       3rd Qu.:0.00000   3rd Qu.:137.0  
##  Max.   :271.74                       Max.   :1.00000   Max.   :220.0  
##      diaBP             BMI        OnAdmit_heartRate
##  Min.   : 54.00   Min.   :16.71   Min.   : 50.0    
##  1st Qu.: 78.00   1st Qu.:24.00   1st Qu.: 71.0    
##  Median : 83.00   Median :25.00   Median : 75.0    
##  Mean   : 82.53   Mean   :25.46   Mean   : 75.5    
##  3rd Qu.: 87.00   3rd Qu.:27.00   3rd Qu.: 80.0    
##  Max.   :135.00   Max.   :44.71   Max.   :120.0

EDA

Returns: Outcome variable

withstroke <- Stroke_analysis %>% filter(stroke==1)
wostroke <-  Stroke_analysis %>% filter(stroke==0)
stat_stroke <- ifelse(Stroke_analysis$stroke==1,"stroke","no stroke")
sum(Stroke_analysis$stroke)

## [1] 249

table(Stroke_analysis$stroke)

## 
##    0    1 
## 4861  249

mytable <- table(Stroke_analysis$stroke)
lbls <- paste(names(mytable), "\n", mytable, sep="")
pie(mytable, labels = lbls, 
   main="Pie Chart of Stroke incidence\n (with sample sizes)")

table(Stroke_analysis$gender,stat_stroke)

##         stat_stroke
##          no stroke stroke
##   Female      2853    141
##   Male        2007    108
##   Other          1      0

#stat.desc(Stroke_analysis$avg_glucose_level, basic = FALSE, norm = TRUE)

# Of all Participants, 249 are diagnosed with stroke or 4.9% of total participants.
# This is an imbalanced dataset since the number of patients that are likely to get a stroke is smaller when compared with the number of patients that did not.

# Between gender, 141 for females and 108 on males have stroke or 56.6% and 43.3% respectively

# Conclusion: By Gender - we have seen more stroke in females over males at 56.6% and 43.3% respectively. However it isn’t much of a difference to conclude that gender would be a huge factor in developing a stroke.

#The predictor class stroke has a biased data points. Approximately, 5% of the data is related to a patient experiencing a stroke. Rest of the data points explain This would lead to a Class Imbalance Problem which needs to be handled later in the analysis.(8)

#BAR CHART of stroke and gender
ggplot(Stroke_analysis,aes(x=gender)) + geom_bar(stat="count",fill="#FFC39A",colour="black",position="stack",width=NULL) +  xlab("gender") + ylab("frequency") + ggtitle("STROKE PREVALENCE BY GENDER")

#Females have more prevalence to have stroke then males

Returns: Univariate analysis of Age variable

#AGE


hist.age <- ggplot(Stroke_analysis, aes(x = age)) +
  geom_histogram(binwidth =5,fill = "#FFE79A", colour = "black",boundary=90)+labs(x = "Histogram of age", y = "Frequency")
hist.age+geom_vline(aes(xintercept=mean(age)),color="#FC4E07", linetype="dashed", size=1)

#The distribution of our participants by Age is wide (0-80yo) which is quite a good criteria for the measure of common-ness of stroke incidence in age. Also, having sufficient freqeuncy (average of 200 participants) in each age range allow us to have a good sampling measure.

#Overall we have an average of 43.23yo amongst participants
#Age group with highest prevalence of stroke is 82yrs

#SHAPIRO WILK TEST OF NORMALITY.
shapiro.test(random_5000values$age)

## 
##  Shapiro-Wilk normality test
## 
## data:  random_5000values$age
## W = 0.96736, p-value < 2.2e-16

# The null hypothesis is that the population is normally distributed.
# Shapiro-Wilk normality test for AGE is very close to zero which suggests deviation from normality. Hence the null hypothesis is rejected

Returns: Grouped analysis of Age & Gender

#AGE AND GENDER



#density plot
stroke <- ggplot(data = Stroke_analysis,aes(age, fill=gender))+
  geom_density(alpha = 0.2,cex=1)+ggtitle(labs(title = "Density plot of male and females of all age"))+theme(text = element_text(size=10))
stroke

## Warning: Groups with fewer than two data points have been dropped.

## Warning in max(ids, na.rm = TRUE): no non-missing arguments to max; returning
## -Inf

#grouped hist of age and gender
stroke_age_gender <- ggplot(Stroke_analysis,aes( age,fill=gender)) + geom_histogram(colour="black",position = "identity",alpha=0.2,bins = 20,binwidth = 4)
  
stroke_age_gender + xlab("Histogram of Age in Male and Female") + ylab("Frequency") + ggtitle("Grouped histogram of age and gender")

#stroke by age and gender has a normal distribution
#Female within age group 20-50yrs have higher prevalence than male

#HYPERTENSION

stat_hypertension <- ifelse(Stroke_analysis$hypertension==1,"hypertension","no hypertension")
sum(Stroke_analysis$hypertension)

## [1] 498

#Total people with hypertension are 498

str(Stroke_analysis$hypertension)

##  int [1:5110] 0 0 0 0 1 0 1 0 0 0 ...

table(Stroke_analysis$gender,stat_hypertension)

##         stat_hypertension
##          hypertension no hypertension
##   Female          276            2718
##   Male            222            1893
##   Other             0               1

#Total females with Hypertension are 276
#Total males with Hypertension are 222

#Barchart of Hypertension 
str(Stroke_analysis)

## 'data.frame':    5110 obs. of  15 variables:
##  $ id               : int  9046 51676 31112 60182 1665 56669 53882 10434 27419 60491 ...
##  $ gender           : chr  "Male" "Female" "Male" "Female" ...
##  $ age              : num  67 61 80 49 79 81 74 69 59 78 ...
##  $ hypertension     : int  0 0 0 0 1 0 1 0 0 0 ...
##  $ heart_disease    : int  1 0 1 0 0 0 1 0 0 0 ...
##  $ ever_married     : chr  "Yes" "Yes" "Yes" "Yes" ...
##  $ work_type        : chr  "Private" "Self-employed" "Private" "Private" ...
##  $ Residence_type   : chr  "Urban" "Rural" "Rural" "Urban" ...
##  $ avg_glucose_level: num  229 202 106 171 174 ...
##  $ smoking_status   : chr  "formerly smoked" "never smoked" "never smoked" "smokes" ...
##  $ stroke           : int  1 1 1 1 1 1 1 1 1 1 ...
##  $ sysBP            : num  146 135 131 122 131 126 119 138 120 139 ...
##  $ diaBP            : num  82 86 79 87 85 82 90 85 89 75 ...
##  $ BMI              : num  27.2 24 23 25 25 ...
##  $ OnAdmit_heartRate: int  70 77 71 81 77 73 77 80 83 80 ...

ggplot(Stroke_analysis,aes(x=stat_hypertension)) + geom_bar(stat="count",fill="#C92142",colour="black",position="stack",width=NULL) +  xlab("hypertension") + ylab("frequency") + ggtitle("BAR CHART OF HYPERTENSION ")

round(stat.desc(random_5000values$hypertension, basic = FALSE, norm = TRUE,  p=0.95),2)

##       median         mean      SE.mean CI.mean.0.95          var      std.dev 
##         0.00         0.10         0.00         0.01         0.09         0.30 
##     coef.var     skewness     skew.2SE     kurtosis     kurt.2SE   normtest.W 
##         3.04         2.71        39.20         5.37        38.78         0.34 
##   normtest.p 
##         0.00

# Skewness oh hypertension 2.70 which tells us that hypertension dataset is positively skewed.
# Kurtosis of hypertension is 5.31 which suggests that the distribution has heavier tails (leptokurtic distribution)

#LEVENE'S TEST OF VARIANCE
leveneTest(Stroke_analysis$stroke,Stroke_analysis$hypertension, center = mean)

## Warning in leveneTest.default(Stroke_analysis$stroke,
## Stroke_analysis$hypertension, : Stroke_analysis$hypertension coerced to factor.

	Df	F value	Pr(>F)
group	1	301.6107	0
	5108	NA	NA

#The p value is <2.2e-16***, which tells us that the variance between stroke and hypertension is sginificant and the are not equal.Thus rejecting the null hypothesis.

Returns: Grouped analysis of Hypertension, Age & Stroke

table(Stroke_analysis$stroke,stat_hypertension)

##    stat_hypertension
##     hypertension no hypertension
##   0          432            4429
##   1           66             183

#66 people who had hypertension, got stroke
#183 people without hypertension got stroke

#Barchart of stroke and hypertension
Stroke_EM<-ggplot(Stroke_analysis, aes(x = stat_stroke, fill = stat_hypertension))+
  geom_bar(position = "fill")+
  stat_count(geom = "text",aes(label = stat(count)),position = position_fill(vjust = 0.5), color = "black") + ggtitle("Barchart of stroke and hypertension")
Stroke_EM

#Hypertension and age
#barchart
ggplot(Stroke_analysis,aes(age,fill=stat_hypertension)) + geom_bar(fill="#FF9999",colour="black",width=0.7) +  xlab("hypertension") + ylab("age") + ggtitle("BAR CHART OF HYPERTENSION AND AGE ")

## Warning: position_stack requires non-overlapping x intervals

#Highest prevalence of hypertension is the age group 80yrs.

#Boxplot of hypertension in relation to stroke and gender
stat_stroke <- ifelse(Stroke_analysis$stroke==1,"stroke","no stroke")
table(Stroke_analysis$gender,stat_stroke,stat_hypertension)

## , , stat_hypertension = hypertension
## 
##         stat_stroke
##          no stroke stroke
##   Female       237     39
##   Male         195     27
##   Other          0      0
## 
## , , stat_hypertension = no hypertension
## 
##         stat_stroke
##          no stroke stroke
##   Female      2616    102
##   Male        1812     81
##   Other          1      0

stroke_hypt_age<-ggplot(Stroke_analysis, aes(x = stat_hypertension, y = stat_stroke, color = gender))+
  geom_boxplot(alpha = 0.1) +
  geom_point(alpha = 0.1, position = position_jitterdodge(jitter.width = 0.1, jitter.height = 0.1)) + ggtitle("Boxplot of hypertension in relation to stroke and gender")
stroke_hypt_age

#Prevalence of stroke is higher in females with and without hypertension
#No.of females with hypertension,who had stroke are 39
#No.of females without hypertension,who had stroke are 102

Returns:Grouped analysis of Evermarried, Age & Stroke

#EVER-MARRIED
stat_evermarried <- ifelse(Stroke_analysis$ever_married=="Yes","Married","Not Married")
table(Stroke_analysis$gender,stat_evermarried,stat_stroke)

## , , stat_stroke = no stroke
## 
##         stat_evermarried
##          Married Not Married
##   Female    1881         972
##   Male      1252         755
##   Other        0           1
## 
## , , stat_stroke = stroke
## 
##         stat_evermarried
##          Married Not Married
##   Female     120          21
##   Male       100           8
##   Other        0           0

#Female with stroke 

#LEVENE'S TEST OF VARIANCE
leveneTest(Stroke_analysis$stroke,Stroke_analysis$ever_married, center = mean)

## Warning in leveneTest.default(Stroke_analysis$stroke,
## Stroke_analysis$ever_married, : Stroke_analysis$ever_married coerced to factor.

	Df	F value	Pr(>F)
group	1	263.217	0
	5108	NA	NA

#The p value is <2.2e-16***, which tells us that the variance between stroke and ever_married is significant and the are not equal.Thus rejecting the null hypothesis.


#Barchart of ever-married and stroke
stroke_em_gender<-ggplot(Stroke_analysis, aes(x = stat_stroke, y = stat_evermarried))+
  geom_bar(aes(fill = gender),stat = "identity",colour="black", position = position_dodge(0.9)) + ggtitle("Barchart of stroke ,gender and ever married")
  #facet_wrap(~heart_disease, scales = "free")
stroke_em_gender

#With the available data points, married patients are more prone to get a stroke attack

#densityplot of ever-married and age
stroke <- ggplot(data = Stroke_analysis,aes(age, fill=stat_evermarried))+
  geom_density(alpha = 0.2,cex=1)+ggtitle(labs(title = "DENSITY PLOT OF EVER-MARRIED AND AGE"))+theme(text = element_text(size=10))
stroke

#Prevalence of stroke is higher in non-married people of younger age groups 0-20yrs

#Barchart of stroke ,gender and ever married.
stroke_em_gender<-ggplot(Stroke_analysis, aes(x = stat_stroke, y = stat_evermarried))+
  geom_bar(aes(fill = gender),stat = "identity",colour="black", position = position_dodge(0.9)) + ggtitle("Barchart of stroke ,gender and ever married")
  #facet_wrap(~heart_disease, scales = "free")
stroke_em_gender

#Stroke is more prevalent in non-married group of both genders.

Returns: Grouped analysis of Heart disease, Age & Stroke

#HEART DISEASE

stat_heartdisease <- ifelse(Stroke_analysis$heart_disease==1,"heartdisease","No heartdisease")
table(stat_heartdisease,stat_stroke)

##                  stat_stroke
## stat_heartdisease no stroke stroke
##   heartdisease          229     47
##   No heartdisease      4632    202

#                  stat_stroke
# stat_heartdisease no stroke stroke
#   heartdisease          229     47
#   No heartdisease      4632    202


#Barchart of heart disease

stroke_heartdisease<- ggplot(Stroke_analysis, aes(x = stat_heartdisease)) +
  geom_bar(width =0.2, fill = "#46F4D0", colour = "black",boundary=90) + ggtitle("Barchart of heartdisease incidence")

## Warning: Ignoring unknown parameters: boundary

stroke_heartdisease

round(stat.desc(random_5000values$heart_disease, basic = FALSE, norm = TRUE,  p=0.95),2)

##       median         mean      SE.mean CI.mean.0.95          var      std.dev 
##         0.00         0.05         0.00         0.01         0.05         0.22 
##     coef.var     skewness     skew.2SE     kurtosis     kurt.2SE   normtest.W 
##         4.22         3.98        57.47        13.85        99.98         0.23 
##   normtest.p 
##         0.00

# Skewness oh hypertension 3.92 which tells us that hypertension dataset is positively skewed.
# Kurtosis of hypertension is 13.37 which suggests that the distribution has heavier tails (leptokurtic distribution)

#Boxplot of stroke in relation to heartdisease,age and gender
g3<-ggplot(Stroke_analysis, aes(x = stat_stroke, y = age, fill = stat_heartdisease))+
  geom_boxplot(alpha = 0.5) + ggtitle("Boxplot of heartdisease and stroke incidence over the age")
 g3

#The age group between 60-80yrs had heartdisease and got hit biy stroke.

#LEVENE'S TEST OF VARIANCE 
leveneTest(Stroke_analysis$stroke,Stroke_analysis$heart_disease, center = mean)

## Warning in leveneTest.default(Stroke_analysis$stroke,
## Stroke_analysis$heart_disease, : Stroke_analysis$heart_disease coerced to
## factor.

	Df	F value	Pr(>F)
group	1	304.6466	0
	5108	NA	NA

#The p value is <2.2e-16***, which tells us that the variance between stroke and heartdisease is significant and the are not equal.Thus rejecting the null hypothesis.

Returns: Grouped analysis of Smoking status, Age & Stroke

#SMOKING STATUS
str(Stroke_analysis$smoking_status)

##  chr [1:5110] "formerly smoked" "never smoked" "never smoked" "smokes" ...

stat_sms <- Stroke_analysis$smoking_status
table(stat_sms,stat_stroke)

##                  stat_stroke
## stat_sms          no stroke stroke
##   formerly smoked       815     70
##   never smoked         1802     90
##   smokes                747     42
##   Unknown              1497     47

# Statistically, the probability of developing a stroke by Smoking:
# 
# formerly 7.91% never smoked 4.76% smokes 5.32% Unknown 3.04%%
# 
# Smoking, even if you have stopped already, increases the risk of stroke as the data tells us.


#Barchart of smoking status
stroke_smokingstatus<- ggplot(Stroke_analysis, aes(smoking_status,fill=gender)) +
  geom_bar(width =0.2, fill = "#F01B7A", colour = "black",boundary=90) + ggtitle("Barchart of smoking status ")

## Warning: Ignoring unknown parameters: boundary

stroke_smokingstatus

#Densityplot of smoking status and age
stroke <- ggplot(data = Stroke_analysis,aes(age, fill=smoking_status))+
  geom_density(alpha = 0.2,cex=1)+ggtitle(labs(title = "Density plot of smoking status and age"))+theme(text = element_text(size=10))
stroke

#Boxplot of stroke in relation to smoking status,age and gender
g3<-ggplot(Stroke_analysis, aes(x = stat_stroke, y = age, fill = smoking_status))+
  geom_boxplot(alpha = 0.5) + ggtitle("Boxplot of stroke in relation to smoking status,age and gender")
 # geom_point(alpha = 0.2, position = position_jitterdodge(jitter.width = 5, jitter.height = 0.5))
g3

#Most of the total participants never smoked. Although there is a a lot of “unknown” data, the three statuses should be enough to determine individual probabilities.

#LEVENE'S TEST OF VARIANCE
leveneTest(Stroke_analysis$stroke,Stroke_analysis$smoking_status, center = mean)

## Warning in leveneTest.default(Stroke_analysis$stroke,
## Stroke_analysis$smoking_status, : Stroke_analysis$smoking_status coerced to
## factor.

	Df	F value	Pr(>F)
group	3	38.90856	0
	5106	NA	NA

#The p value is <2.2e-16***, which tells us that the variance between stroke and smoking status is significant and that variance is not equal.Thus rejecting the null hypothesis.

Returns: Univariate analysis of BMI

summary(Stroke_analysis$BMI)

##    Min. 1st Qu.  Median    Mean 3rd Qu.    Max. 
##   16.71   24.00   25.00   25.46   27.00   44.71

# Descripltive statistics
round(stat.desc(random_5000values$BMI, basic = FALSE, norm = TRUE,  p=0.95),2)

##       median         mean      SE.mean CI.mean.0.95          var      std.dev 
##        25.00        25.46         0.03         0.05         3.64         1.91 
##     coef.var     skewness     skew.2SE     kurtosis     kurt.2SE   normtest.W 
##         0.07         0.51         7.37         4.05        29.23         0.92 
##   normtest.p 
##         0.00

shapiro.test(random_5000values$BMI)

## 
##  Shapiro-Wilk normality test
## 
## data:  random_5000values$BMI
## W = 0.9212, p-value < 2.2e-16

# Histogram of the variable BMI 
Histogram.BMI <- ggplot(Stroke_analysis, aes(BMI))  +  geom_vline(aes(xintercept=mean(Stroke_analysis$BMI)),color="#FC4E07", linetype="dashed", size=1) + geom_histogram(aes(y = ..density..), colour = "purple", fill = "lavender") + labs(x = "Measure of BMI", y = "Density")
Histogram.BMI

## Warning: Use of `Stroke_analysis$BMI` is discouraged. Use `BMI` instead.

## `stat_bin()` using `bins = 30`. Pick better value with `binwidth`.

Histogram.BMI + stat_function(fun = dnorm, args = list(mean = mean(Stroke_analysis$BMI,
na.rm = TRUE), sd = sd(Stroke_analysis$BMI, na.rm = TRUE)), colour = "black", size = 1)

## Warning: Use of `Stroke_analysis$BMI` is discouraged. Use `BMI` instead.

## `stat_bin()` using `bins = 30`. Pick better value with `binwidth`.

qqplot.BMI <- qplot(sample = Stroke_analysis$BMI, stat="qq")+stat_qq(aes(color = "BMI")) +   labs(x = "measure value", y = "BMI") + theme(text = element_text(size=10))+stat_qq_line()

## Warning: `stat` is deprecated

qqplot.BMI

qplot(Stroke_analysis$age, Stroke_analysis$BMI, xlab = "Patient Age", ylab ="Patient BMI")+ geom_point(size=1, shape=20, color="purple")

# scatter plot- conclusion: no relationship.
ggplot(Stroke_analysis,aes(x = age,y = BMI)) + geom_point(size=1, shape=20, color="purple")+  geom_smooth(method=lm,se=FALSE,size=1, color="red") + theme_gray()+ ylab ("Patient BMI") + xlab("Patient Age")+ ggtitle("SCATTERPLOT OF Stroke Incidence & BMI")

## `geom_smooth()` using formula 'y ~ x'

Stroke_analysis$heart_disease<- factor(Stroke_analysis$heart_disease, levels = c(0,1), labels = c("No", "Yes"))

G3 <-ggplot(Stroke_analysis, aes(x = stat_stroke, y = BMI, fill = heart_disease, color = gender))+ geom_boxplot(alpha = 0.5) + geom_point(alpha = 0.5, position = position_jitterdodge(jitter.width = 0.1, jitter.height = 0.1))
G3

# A BMI of less than 18.5 means that a person is underweight. A BMI of between 18.5 and 24.9 is ideal. A BMI of between 25 and 29.9 is overweight.

Stroke_analysis$BMI_Value_cat[Stroke_analysis$BMI >= 0 & Stroke_analysis$BMI <= 19] = "Underweight"
Stroke_analysis$BMI_Value_cat[Stroke_analysis$BMI >= 20 & Stroke_analysis$BMI <= 25] = "Normal/Ideal"
Stroke_analysis$BMI_Value_cat[Stroke_analysis$BMI >= 26 & Stroke_analysis$BMI] = "Overweight"

Stroke_analysis$BMI_Value_cat <- as.factor(Stroke_analysis$BMI_Value_cat)
str(Stroke_analysis$BMI_Value_cat)

##  Factor w/ 3 levels "Normal/Ideal",..: 2 1 1 1 1 2 1 1 2 2 ...

table(Stroke_analysis$BMI_Value_cat)

## 
## Normal/Ideal   Overweight  Underweight 
##         2583         2482            7

table(Stroke_analysis$BMI_Value_cat, Stroke_analysis$stroke)

##               
##                   0    1
##   Normal/Ideal 2444  139
##   Overweight   2373  109
##   Underweight     7    0

Stroke_analysis %>% ggplot(aes(Stroke_analysis$BMI_Value_cat)) + geom_bar(width=0.2,col="pink") + ggtitle("Work Type All Participants")

## Warning: Use of `Stroke_analysis$BMI_Value_cat` is discouraged. Use
## `BMI_Value_cat` instead.

# Statistical Observations: 
# mean BMI is 25.46 
# Median BMI is 25
# Skewness of BMI is 0.49 which suggests that the data are fairly symmetrical.
# Kurtosis of BMI is 4.03 which suggests that the distribution has heavier tails (leptokurtic distribution)
# The null hypothesis is that the population is normally distributed.
# Shapiro-Wilk normality test for BMI is very close to zero which suggest deviation from normality. Hence the null hypothesis is rejected 

# EDA Observation: 
# The normal distribution of BMI from the participants are between 22-27 with a mean of 25.46.
# By comparing the patients based on gender and heart disease condition, the BMI of patients diagnosed with stroke is more than the patients without stroke condition.


# scatter plot avg glucose with age in people with stroke
withstroke %>% ggplot(aes(age, avg_glucose_level, color=BMI)) + geom_point() + geom_smooth(method=lm,se=FALSE,size=1, color="red") + ggtitle("Glucose Level by age in people with Stroke")

## `geom_smooth()` using formula 'y ~ x'

Returns: Univariate analysis of Average glucose levels

mean(Stroke_analysis$avg_glucose_level)

## [1] 106.1477

# Descripltive statistics
round(stat.desc(random_5000values$avg_glucose_level, basic = FALSE, norm = TRUE,  p=0.95),2)

##       median         mean      SE.mean CI.mean.0.95          var      std.dev 
##        91.76       106.02         0.64         1.26      2051.57        45.29 
##     coef.var     skewness     skew.2SE     kurtosis     kurt.2SE   normtest.W 
##         0.43         1.58        22.83         1.71        12.32         0.80 
##   normtest.p 
##         0.00

shapiro.test(random_5000values$avg_glucose_level)

## 
##  Shapiro-Wilk normality test
## 
## data:  random_5000values$avg_glucose_level
## W = 0.80409, p-value < 2.2e-16

# Histogram
Histogram.AGL <- ggplot(Stroke_analysis, aes(avg_glucose_level))  +  geom_vline(aes(xintercept=mean(Stroke_analysis$avg_glucose_level)),color="#FC4E07", linetype="dashed", size=1) + geom_histogram(aes(y = ..density..), colour = "purple", fill = "lavender") + labs(x = "Measure of avg_glucose_level", y = "Density")
Histogram.AGL

## Warning: Use of `Stroke_analysis$avg_glucose_level` is discouraged. Use
## `avg_glucose_level` instead.

## `stat_bin()` using `bins = 30`. Pick better value with `binwidth`.

Histogram.AGL + stat_function(fun = dnorm, args = list(mean = mean(Stroke_analysis$avg_glucose_level,
na.rm = TRUE), sd = sd(Stroke_analysis$avg_glucose_level, na.rm = TRUE)), colour = "black", size = 1)

## Warning: Use of `Stroke_analysis$avg_glucose_level` is discouraged. Use
## `avg_glucose_level` instead.

## `stat_bin()` using `bins = 30`. Pick better value with `binwidth`.

# qq plot
qqplot.AGL <- qplot(sample = Stroke_analysis$avg_glucose_level, stat="qq")+stat_qq(aes(color = "avg_glucose_level")) +   labs(x = "measure value", y = "avg_glucose_level") + theme(text = element_text(size=10))+stat_qq_line()

## Warning: `stat` is deprecated

qqplot.AGL

# scatter plot avg glucose with age 
Stroke_analysis %>% ggplot(aes(avg_glucose_level, fill=gender)) + geom_density(alpha=0.2) + ggtitle("Glucose Level by Gender over age")

## Warning: Groups with fewer than two data points have been dropped.

## Warning in max(ids, na.rm = TRUE): no non-missing arguments to max; returning
## -Inf

Stroke_analysis  %>% ggplot(aes(age, avg_glucose_level, color=gender)) + geom_point() + geom_smooth(method=lm,se=FALSE,size=1, color="red") + ggtitle("Glucose Level by Gender over age")

## `geom_smooth()` using formula 'y ~ x'

# scatter plot avg glucose with age in people with stroke
withstroke %>% ggplot(aes(avg_glucose_level, fill=gender)) + geom_density(alpha=0.2) + ggtitle("Stroke and Glucose Level by Gender")

withstroke  %>% ggplot(aes(age, avg_glucose_level, color=gender)) + geom_point() + geom_smooth(method=lm,se=FALSE,size=1, color="red") + ggtitle("Glucose Level by gender over age in people with Stroke")

## `geom_smooth()` using formula 'y ~ x'

#round(describe(Stroke_analysis[, c('age', 'avg_glucose_level', 'BMI')]), 2)


# Statistical Observations : 
# mean avg_glucose_level is 106.19 
# Median avg_glucose_level is 91.85
# Skewness of avg_glucose_level is 1.57 which suggests the data are highly skewed (positively skewed)
# Kurtosis of avg_glucose_level is 1.65 which suggests that the distribution has heavier tails (leptokurtic distribution)
# The null hypothesis is that the population is normally distributed.
# Shapiro-Wilk normality test for avg_glucose_level is very close to zero which suggest deviation from normality. Hence the null hypothesis is rejected 

#The participants are normally distributed within the lower range or with a mean of 106.15 of glucose level
# EDA Observation:
# More participants with lower glucose level developed stroke and mostly were women while the opposite spectrum of elevated glucose levels that developed the illness were men.
# In conclusion, keeping one’s glucose level at normal level will decrease the chance of developing the illness over time.
# Having more age increases the likely hood of getting a stroke.
#

Returns: Univariate analysis of work type

Stroke_analysis %>% ggplot(aes(work_type)) + geom_bar(width=0.2,col="pink") + ggtitle("Work Type All Participants")

# Majority of the participants are in the Private Sector.

Returns: Grouped analysis of work type and stroke

# WORK TYPE AND STROKE
work <- Stroke_analysis$work_type
#table( work, stat)

# g1<-ggplot(Stroke_analysis, aes(x = work_type, fill = stat))+
#   geom_bar(position = "fill")+
#   stat_count(geom = "text",
#              aes(label = stat(count)),
#              #position = "fill", color = "black"
#              position = position_fill(vjust = 0.5), color = "black")
# g1

Stroke_analysis %>%
    filter(!work_type %in% c('children', 'Never_worked')) %>%
    group_by(work_type) %>%
    summarise(stroke_share = round(mean(stroke), 3),median_age = median(age))

work_type	stroke_share	median_age
Govt_job	0.050	51
Private	0.051	45
Self-employed	0.079	63

# EDA Observation:
#Statistically, the probability of developing a stroke by work:
# Children 0.29% Gov_job 5.02% Never_worked 0% Private 5.09% Self-employed 7.94%
#Based on participants data, those that never worked had 0 probability of developing stroke, whereas children had small a one. Both Government and Private work sectors have the same probability and the Self-employed have the highest probability.
# Although many patients in private sector are affected by stroke. On a proportion basis for each sector, we can see that patients who are self-employed are more prone to get a stroke.

CI_normalize <- (2115-2994)/(2994+2115 )
CI_normalize

## [1] -0.1720493

Returns: Class imbalance bias in work type

# Class imbalance bias in work type  
table(Stroke_analysis$work_type)

## 
##      children      Govt_job  Never_worked       Private Self-employed 
##           687           657            22          2925           819

CI_normalize <- (819-2925)/(657+2925+819)
CI_normalize

## [1] -0.4785276

Returns: Grouped analysis of residence type and stroke

Stroke_analysis %>% ggplot(aes(Residence_type)) + geom_bar(width=0.2) + ggtitle("Place of Residence All Participants")

#RESIDENCE AND STROKE
reside <- Stroke_analysis$Residence_type
#table(reside, stat)

g6<-ggplot(Stroke_analysis, aes(x = stat_stroke, y = avg_glucose_level))+
  geom_bar(aes(fill = Residence_type),stat = "identity", position = position_dodge(0.9))+
  facet_wrap(~smoking_status, scales = "free")
g6

Stroke_analysis %>%
    group_by(work_type, Residence_type) %>%
    summarise(stroke_share = round(mean(stroke), 3),median_age = median(age))

## `summarise()` has grouped output by 'work_type'. You can override using the `.groups` argument.

work_type	Residence_type	stroke_share	median_age
children	Rural	0.003	6
children	Urban	0.003	7
Govt_job	Rural	0.045	51
Govt_job	Urban	0.055	51
Never_worked	Rural	0.000	16
Never_worked	Urban	0.000	16
Private	Rural	0.047	44
Private	Urban	0.055	46
Self-employed	Rural	0.079	63
Self-employed	Urban	0.080	62

# EDA Observation: 
#Our participants have about the same number in place of residence, either rural or urban
#Rural 4.53% Urban 5.20%
#In conclusion, based on our sample, there is not much extreme difference in place of residence that would trigger a development of stroke. Whatever or wherever place you may be living, the potential exists almost as much.
# A Comparable number of patients live in Urban and Rural regions.
# The Residence_type column will also be not good enough by itself.

Correlation

Correlation is a statistical measure that expresses the extent to which two variables are linearly related (meaning they change together at a constant rate).
A coefficient of +1 indicates that the two variables are perfectly positively correlated, so as one variable increases, the other increases by a proportionate amount.
Conversely, a coefficient of −1 indicates a perfect negative relationship: if one variable increases, the other decreases by a proportionate amount.
A coefficient of zero indicates no linear relationship at all and so if one variable changes, the other stays the same.

Returns: Correlation

str(Stroke_analysis)

## 'data.frame':    5110 obs. of  16 variables:
##  $ id               : int  9046 51676 31112 60182 1665 56669 53882 10434 27419 60491 ...
##  $ gender           : chr  "Male" "Female" "Male" "Female" ...
##  $ age              : num  67 61 80 49 79 81 74 69 59 78 ...
##  $ hypertension     : int  0 0 0 0 1 0 1 0 0 0 ...
##  $ heart_disease    : Factor w/ 2 levels "No","Yes": 2 1 2 1 1 1 2 1 1 1 ...
##  $ ever_married     : chr  "Yes" "Yes" "Yes" "Yes" ...
##  $ work_type        : chr  "Private" "Self-employed" "Private" "Private" ...
##  $ Residence_type   : chr  "Urban" "Rural" "Rural" "Urban" ...
##  $ avg_glucose_level: num  229 202 106 171 174 ...
##  $ smoking_status   : chr  "formerly smoked" "never smoked" "never smoked" "smokes" ...
##  $ stroke           : int  1 1 1 1 1 1 1 1 1 1 ...
##  $ sysBP            : num  146 135 131 122 131 126 119 138 120 139 ...
##  $ diaBP            : num  82 86 79 87 85 82 90 85 89 75 ...
##  $ BMI              : num  27.2 24 23 25 25 ...
##  $ OnAdmit_heartRate: int  70 77 71 81 77 73 77 80 83 80 ...
##  $ BMI_Value_cat    : Factor w/ 3 levels "Normal/Ideal",..: 2 1 1 1 1 2 1 1 2 2 ...

stroke_num <- Stroke_analysis[, c(11,3,4,9,14)]
head(stroke_num)

stroke	age	hypertension	avg_glucose_level	BMI
1	67	0	228.69	27.17
1	61	0	202.21	24.00
1	80	0	105.92	23.00
1	49	0	171.23	25.00
1	79	1	174.12	25.00
1	81	0	186.21	27.00

str(stroke_num)

## 'data.frame':    5110 obs. of  5 variables:
##  $ stroke           : int  1 1 1 1 1 1 1 1 1 1 ...
##  $ age              : num  67 61 80 49 79 81 74 69 59 78 ...
##  $ hypertension     : int  0 0 0 0 1 0 1 0 0 0 ...
##  $ avg_glucose_level: num  229 202 106 171 174 ...
##  $ BMI              : num  27.2 24 23 25 25 ...

stroke.cor <- cor(stroke_num)
head(stroke.cor)

##                        stroke          age hypertension avg_glucose_level
## stroke             1.00000000  0.245257346   0.12790382         0.1319454
## age                0.24525735  1.000000000   0.27639763         0.2381711
## hypertension       0.12790382  0.276397628   1.00000000         0.1744738
## avg_glucose_level  0.13194544  0.238171114   0.17447381         1.0000000
## BMI               -0.02076691 -0.007347765   0.02991413         0.0177603
##                            BMI
## stroke            -0.020766905
## age               -0.007347765
## hypertension       0.029914125
## avg_glucose_level  0.017760302
## BMI                1.000000000

corPlot(stroke.cor)

scatterplotMatrix(stroke_num, spread=FALSE, smoother.args=list(lty=2), main="Scatter Plot Matrix of stroke analysis")

** OBSERVATIONS :- * Positive correlations are displayed in a blue scale while negative correlations are displayed in a red scale.

The paired variables that are positively correlated are: 1.Age-hypertension = 0.28 (highest corr) 2.Age- avg glucose level = 0.24 *3.Age - stroke = 0.25

The Variables that have a negetive correlation are: 1.BMI-Stroke = -0.02 *2.BMI-Age = -0.01

From this we can conclude that that the predictor variable ‘age’ has a positive correlation with the outcome variable ‘Stroke’ . **

Logistic Regression

Like all regression analyses, the logistic regression is a predictive analysis. Logistic regression is used to describe data and to explain the relationship between an outcome variable that is a categorical variable and predictor variables that are continuous or categorical.
Since our outcome variable “stroke” is a categorical variable, we decided to perform this analysis to asses the goodness of fit of all the predictor variables to the outcome variable in this data set.

Returns: Logistic Regression

str(Stroke_analysis)

## 'data.frame':    5110 obs. of  16 variables:
##  $ id               : int  9046 51676 31112 60182 1665 56669 53882 10434 27419 60491 ...
##  $ gender           : chr  "Male" "Female" "Male" "Female" ...
##  $ age              : num  67 61 80 49 79 81 74 69 59 78 ...
##  $ hypertension     : int  0 0 0 0 1 0 1 0 0 0 ...
##  $ heart_disease    : Factor w/ 2 levels "No","Yes": 2 1 2 1 1 1 2 1 1 1 ...
##  $ ever_married     : chr  "Yes" "Yes" "Yes" "Yes" ...
##  $ work_type        : chr  "Private" "Self-employed" "Private" "Private" ...
##  $ Residence_type   : chr  "Urban" "Rural" "Rural" "Urban" ...
##  $ avg_glucose_level: num  229 202 106 171 174 ...
##  $ smoking_status   : chr  "formerly smoked" "never smoked" "never smoked" "smokes" ...
##  $ stroke           : int  1 1 1 1 1 1 1 1 1 1 ...
##  $ sysBP            : num  146 135 131 122 131 126 119 138 120 139 ...
##  $ diaBP            : num  82 86 79 87 85 82 90 85 89 75 ...
##  $ BMI              : num  27.2 24 23 25 25 ...
##  $ OnAdmit_heartRate: int  70 77 71 81 77 73 77 80 83 80 ...
##  $ BMI_Value_cat    : Factor w/ 3 levels "Normal/Ideal",..: 2 1 1 1 1 2 1 1 2 2 ...

Sta_regression <- Stroke_analysis[ ,c( "stroke", "gender" , "age" , "hypertension", "heart_disease","ever_married", "work_type", "Residence_type", "avg_glucose_level", "smoking_status" , "BMI")]
str(Sta_regression)

## 'data.frame':    5110 obs. of  11 variables:
##  $ stroke           : int  1 1 1 1 1 1 1 1 1 1 ...
##  $ gender           : chr  "Male" "Female" "Male" "Female" ...
##  $ age              : num  67 61 80 49 79 81 74 69 59 78 ...
##  $ hypertension     : int  0 0 0 0 1 0 1 0 0 0 ...
##  $ heart_disease    : Factor w/ 2 levels "No","Yes": 2 1 2 1 1 1 2 1 1 1 ...
##  $ ever_married     : chr  "Yes" "Yes" "Yes" "Yes" ...
##  $ work_type        : chr  "Private" "Self-employed" "Private" "Private" ...
##  $ Residence_type   : chr  "Urban" "Rural" "Rural" "Urban" ...
##  $ avg_glucose_level: num  229 202 106 171 174 ...
##  $ smoking_status   : chr  "formerly smoked" "never smoked" "never smoked" "smokes" ...
##  $ BMI              : num  27.2 24 23 25 25 ...

Sta_regression$gender <- as.factor(Sta_regression$gender)
Sta_regression$ever_married <- as.factor(Sta_regression$ever_married)
Sta_regression$work_type <- as.factor(Sta_regression$work_type)
Sta_regression$Residence_type <- as.factor(Sta_regression$Residence_type)
Sta_regression$smoking_status <- as.factor(Sta_regression$smoking_status)
Sta_regression$stroke <- as.factor(Sta_regression$stroke)

str(Sta_regression)

## 'data.frame':    5110 obs. of  11 variables:
##  $ stroke           : Factor w/ 2 levels "0","1": 2 2 2 2 2 2 2 2 2 2 ...
##  $ gender           : Factor w/ 3 levels "Female","Male",..: 2 1 2 1 1 2 2 1 1 1 ...
##  $ age              : num  67 61 80 49 79 81 74 69 59 78 ...
##  $ hypertension     : int  0 0 0 0 1 0 1 0 0 0 ...
##  $ heart_disease    : Factor w/ 2 levels "No","Yes": 2 1 2 1 1 1 2 1 1 1 ...
##  $ ever_married     : Factor w/ 2 levels "No","Yes": 2 2 2 2 2 2 2 1 2 2 ...
##  $ work_type        : Factor w/ 5 levels "children","Govt_job",..: 4 5 4 4 5 4 4 4 4 4 ...
##  $ Residence_type   : Factor w/ 2 levels "Rural","Urban": 2 1 1 2 1 2 1 2 1 2 ...
##  $ avg_glucose_level: num  229 202 106 171 174 ...
##  $ smoking_status   : Factor w/ 4 levels "formerly smoked",..: 1 2 2 3 2 1 2 2 4 4 ...
##  $ BMI              : num  27.2 24 23 25 25 ...

Logistic regression was run on 3 models for this analysis. Model 1 includes all the variables that have an impact on stroke. The AIC value of model1 after running it through glm function came out to be 1612.8. The average of R^2 values of model1 is 0.17

Returns:Model 1

new_st_model1<- Sta_regression[ ,c( "stroke", "gender" , "age" , "hypertension", "heart_disease","ever_married", "work_type", "Residence_type", "avg_glucose_level", "smoking_status" , "BMI")]
str(new_st_model1)

## 'data.frame':    5110 obs. of  11 variables:
##  $ stroke           : Factor w/ 2 levels "0","1": 2 2 2 2 2 2 2 2 2 2 ...
##  $ gender           : Factor w/ 3 levels "Female","Male",..: 2 1 2 1 1 2 2 1 1 1 ...
##  $ age              : num  67 61 80 49 79 81 74 69 59 78 ...
##  $ hypertension     : int  0 0 0 0 1 0 1 0 0 0 ...
##  $ heart_disease    : Factor w/ 2 levels "No","Yes": 2 1 2 1 1 1 2 1 1 1 ...
##  $ ever_married     : Factor w/ 2 levels "No","Yes": 2 2 2 2 2 2 2 1 2 2 ...
##  $ work_type        : Factor w/ 5 levels "children","Govt_job",..: 4 5 4 4 5 4 4 4 4 4 ...
##  $ Residence_type   : Factor w/ 2 levels "Rural","Urban": 2 1 1 2 1 2 1 2 1 2 ...
##  $ avg_glucose_level: num  229 202 106 171 174 ...
##  $ smoking_status   : Factor w/ 4 levels "formerly smoked",..: 1 2 2 3 2 1 2 2 4 4 ...
##  $ BMI              : num  27.2 24 23 25 25 ...

#MODEL 1
strokemodel_1 <- glm(stroke ~. , data = new_st_model1, family = binomial())
summary(strokemodel_1)

## 
## Call:
## glm(formula = stroke ~ ., family = binomial(), data = new_st_model1)
## 
## Deviance Residuals: 
##     Min       1Q   Median       3Q      Max  
## -1.1501  -0.3196  -0.1636  -0.0873   3.5621  
## 
## Coefficients:
##                              Estimate Std. Error z value Pr(>|z|)    
## (Intercept)                -5.342e+00  1.199e+00  -4.455  8.4e-06 ***
## genderMale                  1.105e-02  1.419e-01   0.078 0.937941    
## genderOther                -1.052e+01  1.455e+03  -0.007 0.994233    
## age                         7.452e-02  5.730e-03  13.007  < 2e-16 ***
## hypertension                4.141e-01  1.647e-01   2.514 0.011948 *  
## heart_diseaseYes            2.738e-01  1.912e-01   1.432 0.152127    
## ever_marriedYes            -1.860e-01  2.256e-01  -0.824 0.409714    
## work_typeGovt_job          -9.120e-01  8.208e-01  -1.111 0.266544    
## work_typeNever_worked      -1.031e+01  3.093e+02  -0.033 0.973417    
## work_typePrivate           -7.735e-01  8.050e-01  -0.961 0.336620    
## work_typeSelf-employed     -1.158e+00  8.264e-01  -1.401 0.161245    
## Residence_typeUrban         8.754e-02  1.384e-01   0.632 0.527151    
## avg_glucose_level           4.098e-03  1.176e-03   3.484 0.000495 ***
## smoking_statusnever smoked -2.247e-01  1.765e-01  -1.274 0.202824    
## smoking_statussmokes        1.054e-01  2.154e-01   0.489 0.624788    
## smoking_statusUnknown      -7.508e-02  2.084e-01  -0.360 0.718662    
## BMI                        -5.600e-02  3.704e-02  -1.512 0.130570    
## ---
## Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
## 
## (Dispersion parameter for binomial family taken to be 1)
## 
##     Null deviance: 1990.4  on 5109  degrees of freedom
## Residual deviance: 1578.8  on 5093  degrees of freedom
## AIC: 1612.8
## 
## Number of Fisher Scoring iterations: 14

#AIC :- 1612.8

#CHI Deviance OF MODEL 1
stroke_m1_Chi <-strokemodel_1$null.deviance - strokemodel_1$deviance
stroke_m1_Chi #411.5305

## [1] 411.5305

#CHI STATISTIC FOR DEGREES OF FREEDOM
stroke_m1_chidf <- strokemodel_1$df.null - strokemodel_1$df.residual
stroke_m1_chidf #16

## [1] 16

#CHI SQ. PROBABLITY OF M1
stroke_chisq.prob <- 1 - pchisq(stroke_m1_Chi,stroke_m1_chidf)
stroke_chisq.prob #0

## [1] 0

#Because this probability is less than .05, we can reject the null hypothesis that the model is not better than chance at predicting the outcome.

stroke_m1_R2<-stroke_m1_Chi/strokemodel_1$null.deviance
stroke_m1_R2 #0.2

## [1] 0.2067605

logisticPseudoR2s <- function(LogModel) {
    dev <- LogModel$deviance 
    nullDev <- LogModel$null.deviance 
    modelN <- length(LogModel$fitted.values)
    R.l <-  1 -  dev / nullDev
    R.cs <- 1- exp ( -(nullDev - dev) / modelN)
    R.n <- R.cs / ( 1 - ( exp (-(nullDev / modelN))))
    cat("Pseudo R^2 for logistic regression\n")
    cat("Hosmer and Lemeshow R^2  ", round(R.l, 3), "\n")
    cat("Cox and Snell R^2        ", round(R.cs, 3), "\n")
    cat("Nagelkerke R^2           ", round(R.n, 3),    "\n")}

logisticPseudoR2s(strokemodel_1)

## Pseudo R^2 for logistic regression
## Hosmer and Lemeshow R^2   0.207 
## Cox and Snell R^2         0.077 
## Nagelkerke R^2            0.24

# Pseudo R^2 for logistic regression
# Hosmer and Lemeshow R^2   0.207 
# Cox and Snell R^2         0.077 
# Nagelkerke R^2            0.24

Model2 was constructed after finding and removing the outliers from model1 and after running it through glm function, the AIC value came out to be 1473.31. The average of R^2 values of model2 is 0.19

Returns:Removing Outliers and creating Model 2

#Finding outliers for m1
cooksd <- cooks.distance(strokemodel_1)
plot(cooksd, pch = "*", cex=1.5)

# Removing top x Outliers
# Alternatively, you can try to remove the top x outliers to have a look
top_x_outlier <- 20
influential <- as.numeric(names(sort(cooksd, decreasing = TRUE)[1:top_x_outlier]))
# subset dataframe without influential datapoints (outliers)
new_st_model2_no_outliers <- new_st_model1[-influential, ]

 
#MODEL 2 WITHOUT OUTLIERS
 
strokemodel_2 <- glm(stroke ~. , data = new_st_model2_no_outliers, family = binomial())
summary(strokemodel_2)

## 
## Call:
## glm(formula = stroke ~ ., family = binomial(), data = new_st_model2_no_outliers)
## 
## Deviance Residuals: 
##     Min       1Q   Median       3Q      Max  
## -1.1849  -0.2993  -0.1455  -0.0585   3.2205  
## 
## Coefficients:
##                              Estimate Std. Error z value Pr(>|z|)    
## (Intercept)                -1.921e+01  4.068e+02  -0.047 0.962333    
## genderMale                  1.790e-03  1.483e-01   0.012 0.990368    
## genderOther                -1.399e+01  1.075e+04  -0.001 0.998962    
## age                         8.061e-02  6.254e-03  12.889  < 2e-16 ***
## hypertension                3.360e-01  1.713e-01   1.962 0.049816 *  
## heart_diseaseYes            1.386e-01  2.014e-01   0.688 0.491175    
## ever_marriedYes             2.365e-01  2.719e-01   0.870 0.384296    
## work_typeGovt_job           1.173e+01  4.068e+02   0.029 0.976992    
## work_typeNever_worked      -6.995e-01  2.321e+03   0.000 0.999760    
## work_typePrivate            1.214e+01  4.068e+02   0.030 0.976201    
## work_typeSelf-employed      1.164e+01  4.068e+02   0.029 0.977178    
## Residence_typeUrban         2.623e-02  1.442e-01   0.182 0.855717    
## avg_glucose_level           4.330e-03  1.209e-03   3.581 0.000342 ***
## smoking_statusnever smoked -2.215e-01  1.802e-01  -1.229 0.219059    
## smoking_statussmokes        1.606e-02  2.267e-01   0.071 0.943514    
## smoking_statusUnknown      -2.015e-01  2.192e-01  -0.919 0.358005    
## BMI                        -4.685e-02  3.853e-02  -1.216 0.224076    
## ---
## Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
## 
## (Dispersion parameter for binomial family taken to be 1)
## 
##     Null deviance: 1867.9  on 5089  degrees of freedom
## Residual deviance: 1439.2  on 5073  degrees of freedom
## AIC: 1473.2
## 
## Number of Fisher Scoring iterations: 18

#AIC :- 1473.2

stroke_m2_Chi<- strokemodel_1$deviance - strokemodel_2$deviance
stroke_m2_Chi #1578.842

## [1] 139.6549

stroke_m2_chidf <- strokemodel_1$df.residual - strokemodel_2$df.residual
stroke_m2_chidf #265

## [1] 20

stroke_chisq.prob2 <- 1 - pchisq(stroke_m2_Chi,stroke_m2_chidf)
stroke_chisq.prob2 #0

## [1] 0

stroke_m2_R2<-stroke_m2_Chi/strokemodel_2$null.deviance
stroke_m2_R2

## [1] 0.07476416

logisticPseudoR2s(strokemodel_2)

## Pseudo R^2 for logistic regression
## Hosmer and Lemeshow R^2   0.23 
## Cox and Snell R^2         0.081 
## Nagelkerke R^2            0.263

# pseudo M2 R^2 for logistic regression
# Hosmer and Lemeshow R^2   0.23 
# Cox and Snell R^2         0.081 
# Nagelkerke R^2            0.263

Model3 was constructed after training model2 using traincontrol function which is used to choose the ‘optimal’ model across these parameters, then variable importance was estimated. And all the important variables were included in model3. After running it through glm function, the AIC value came out to be 1472.12. The average of R^2 values of model3 is 0.18

Returns:Model 3

control <- trainControl(method = "boot", number=10, repeats=3)
# train the model
glm_model <- train(stroke ~., data = new_st_model2_no_outliers , method = "glm", preProcess = "scale", trControl = control)
# estimate variable importance
#importance <- varImp(glm_model, scale=FALSE)
importance <- caret::varImp(glm_model ,scale=FALSE)
# summarize importance
print(importance)

## glm variable importance
## 
##                                Overall
## age                          1.289e+01
## avg_glucose_level            3.581e+00
## hypertension                 1.962e+00
## `smoking_statusnever smoked` 1.229e+00
## BMI                          1.216e+00
## smoking_statusUnknown        9.192e-01
## ever_marriedYes              8.700e-01
## heart_diseaseYes             6.884e-01
## Residence_typeUrban          1.818e-01
## smoking_statussmokes         7.085e-02
## work_typePrivate             2.983e-02
## work_typeGovt_job            2.884e-02
## `work_typeSelf-employed`     2.861e-02
## genderMale                   1.207e-02
## genderOther                  1.301e-03
## work_typeNever_worked        3.013e-04

# plot importance
plot(importance)

head(glm_model)

## $method
## [1] "glm"
## 
## $modelInfo
## $modelInfo$label
## [1] "Generalized Linear Model"
## 
## $modelInfo$library
## NULL
## 
## $modelInfo$loop
## NULL
## 
## $modelInfo$type
## [1] "Regression"     "Classification"
## 
## $modelInfo$parameters
##   parameter     class     label
## 1 parameter character parameter
## 
## $modelInfo$grid
## function (x, y, len = NULL, search = "grid") 
## data.frame(parameter = "none")
## 
## $modelInfo$fit
## function (x, y, wts, param, lev, last, classProbs, ...) 
## {
##     dat <- if (is.data.frame(x)) 
##         x
##     else as.data.frame(x, stringsAsFactors = TRUE)
##     dat$.outcome <- y
##     if (length(levels(y)) > 2) 
##         stop("glm models can only use 2-class outcomes")
##     theDots <- list(...)
##     if (!any(names(theDots) == "family")) {
##         theDots$family <- if (is.factor(y)) 
##             binomial()
##         else gaussian()
##     }
##     if (!is.null(wts)) 
##         theDots$weights <- wts
##     modelArgs <- c(list(formula = as.formula(".outcome ~ ."), 
##         data = dat), theDots)
##     out <- do.call("glm", modelArgs)
##     out$call <- NULL
##     out
## }
## <bytecode: 0x7f99a7eb4550>
## 
## $modelInfo$predict
## function (modelFit, newdata, submodels = NULL) 
## {
##     if (!is.data.frame(newdata)) 
##         newdata <- as.data.frame(newdata, stringsAsFactors = TRUE)
##     if (modelFit$problemType == "Classification") {
##         probs <- predict(modelFit, newdata, type = "response")
##         out <- ifelse(probs < 0.5, modelFit$obsLevel[1], modelFit$obsLevel[2])
##     }
##     else {
##         out <- predict(modelFit, newdata, type = "response")
##     }
##     out
## }
## <bytecode: 0x7f99a5ba1200>
## 
## $modelInfo$prob
## function (modelFit, newdata, submodels = NULL) 
## {
##     if (!is.data.frame(newdata)) 
##         newdata <- as.data.frame(newdata, stringsAsFactors = TRUE)
##     out <- predict(modelFit, newdata, type = "response")
##     out <- cbind(1 - out, out)
##     dimnames(out)[[2]] <- modelFit$obsLevels
##     out
## }
## 
## $modelInfo$varImp
## function (object, ...) 
## {
##     values <- summary(object)$coef
##     varImps <- abs(values[-1, grep("value$", colnames(values)), 
##         drop = FALSE])
##     vimp <- data.frame(varImps)
##     colnames(vimp) <- "Overall"
##     if (!is.null(names(varImps))) 
##         rownames(vimp) <- names(varImps)
##     vimp
## }
## 
## $modelInfo$predictors
## function (x, ...) 
## predictors(x$terms)
## 
## $modelInfo$levels
## function (x) 
## if (any(names(x) == "obsLevels")) x$obsLevels else NULL
## 
## $modelInfo$trim
## function (x) 
## {
##     x$y = c()
##     x$model = c()
##     x$residuals = c()
##     x$fitted.values = c()
##     x$effects = c()
##     x$qr$qr = c()
##     x$linear.predictors = c()
##     x$weights = c()
##     x$prior.weights = c()
##     x$data = c()
##     x$family$variance = c()
##     x$family$dev.resids = c()
##     x$family$aic = c()
##     x$family$validmu = c()
##     x$family$simulate = c()
##     attr(x$terms, ".Environment") = c()
##     attr(x$formula, ".Environment") = c()
##     x
## }
## 
## $modelInfo$tags
## [1] "Generalized Linear Model" "Linear Classifier"       
## [3] "Two Class Only"           "Accepts Case Weights"    
## 
## $modelInfo$sort
## function (x) 
## x
## 
## 
## $modelType
## [1] "Classification"
## 
## $results
##   parameter  Accuracy       Kappa AccuracySD    KappaSD
## 1      none 0.9550125 0.004899433 0.00466327 0.01089727
## 
## $pred
## NULL
## 
## $bestTune
##   parameter
## 1      none

str(Sta_regression)

## 'data.frame':    5110 obs. of  11 variables:
##  $ stroke           : Factor w/ 2 levels "0","1": 2 2 2 2 2 2 2 2 2 2 ...
##  $ gender           : Factor w/ 3 levels "Female","Male",..: 2 1 2 1 1 2 2 1 1 1 ...
##  $ age              : num  67 61 80 49 79 81 74 69 59 78 ...
##  $ hypertension     : int  0 0 0 0 1 0 1 0 0 0 ...
##  $ heart_disease    : Factor w/ 2 levels "No","Yes": 2 1 2 1 1 1 2 1 1 1 ...
##  $ ever_married     : Factor w/ 2 levels "No","Yes": 2 2 2 2 2 2 2 1 2 2 ...
##  $ work_type        : Factor w/ 5 levels "children","Govt_job",..: 4 5 4 4 5 4 4 4 4 4 ...
##  $ Residence_type   : Factor w/ 2 levels "Rural","Urban": 2 1 1 2 1 2 1 2 1 2 ...
##  $ avg_glucose_level: num  229 202 106 171 174 ...
##  $ smoking_status   : Factor w/ 4 levels "formerly smoked",..: 1 2 2 3 2 1 2 2 4 4 ...
##  $ BMI              : num  27.2 24 23 25 25 ...

strokemodel_3 <-  glm(stroke ~ age +avg_glucose_level + hypertension + smoking_status + BMI + ever_married + heart_disease + Residence_type, data = new_st_model2_no_outliers, family = binomial())
summary(strokemodel_3)

## 
## Call:
## glm(formula = stroke ~ age + avg_glucose_level + hypertension + 
##     smoking_status + BMI + ever_married + heart_disease + Residence_type, 
##     family = binomial(), data = new_st_model2_no_outliers)
## 
## Deviance Residuals: 
##     Min       1Q   Median       3Q      Max  
## -1.0819  -0.3006  -0.1498  -0.0572   3.2465  
## 
## Coefficients:
##                             Estimate Std. Error z value Pr(>|z|)    
## (Intercept)                -7.208687   1.100611  -6.550 5.76e-11 ***
## age                         0.077765   0.005966  13.034  < 2e-16 ***
## avg_glucose_level           0.004442   0.001203   3.694 0.000221 ***
## hypertension                0.324283   0.170726   1.899 0.057507 .  
## smoking_statusnever smoked -0.216548   0.178016  -1.216 0.223813    
## smoking_statussmokes        0.031417   0.226039   0.139 0.889458    
## smoking_statusUnknown      -0.192422   0.218407  -0.881 0.378305    
## BMI                        -0.044135   0.038542  -1.145 0.252162    
## ever_marriedYes             0.277665   0.270478   1.027 0.304623    
## heart_diseaseYes            0.162866   0.199461   0.817 0.414197    
## Residence_typeUrban         0.027723   0.143872   0.193 0.847201    
## ---
## Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
## 
## (Dispersion parameter for binomial family taken to be 1)
## 
##     Null deviance: 1867.9  on 5089  degrees of freedom
## Residual deviance: 1450.1  on 5079  degrees of freedom
## AIC: 1472.1
## 
## Number of Fisher Scoring iterations: 8

logisticPseudoR2s(strokemodel_3)

## Pseudo R^2 for logistic regression
## Hosmer and Lemeshow R^2   0.224 
## Cox and Snell R^2         0.079 
## Nagelkerke R^2            0.257

# Pseudo R^2 for logistic regression
# Hosmer and Lemeshow R^2   0.224 
# Cox and Snell R^2         0.079 
# Nagelkerke R^2            0.257 



models <- list(strokemodel_1,strokemodel_2,strokemodel_3)

model.names <- c('strokemodel_1','strokemodel_2','strokemodel_3')

aictab(cand.set = models, modnames = model.names)

	Modnames	K	AICc	Delta_AICc	ModelLik	AICcWt	LL	Cum.Wt
3	strokemodel_3	11	1472.124	0.000000	1.0000000	0.6437886	-725.0361	0.6437886
2	strokemodel_2	17	1473.308	1.183692	0.5533049	0.3562114	-719.5936	1.0000000
1	strokemodel_1	17	1612.962	140.838158	0.0000000	0.0000000	-789.4211	1.0000000

**OBSERVATION:- Based on AIC values of all 3 models, model-3 seems to be the best fit. Based on averages of R^2 values of all 3 models, model-2 seems to be the best fit.

*So,to further check and conclude which model is the best fit we did a confusion matrix on model-2 & 3.

Confusion matrix

A confusion matrix is used to check the performance of a classification model on a set of test data for which the true values are known. Returns:Confusion matrix of model 2

#CONFUSION MATRIX OF MODEL2

new_st_model2_no_outliers$probability <- predict(strokemodel_2, new_st_model2_no_outliers, type="response")

new_st_model2_no_outliers$probability <- ifelse(new_st_model2_no_outliers$probability>0.5,1,0)
print(new_st_model2_no_outliers)

##      stroke gender   age hypertension heart_disease ever_married     work_type
## 1         1   Male 67.00            0           Yes          Yes       Private
## 2         1 Female 61.00            0            No          Yes Self-employed
## 3         1   Male 80.00            0           Yes          Yes       Private
## 4         1 Female 49.00            0            No          Yes       Private
## 5         1 Female 79.00            1            No          Yes Self-employed
## 6         1   Male 81.00            0            No          Yes       Private
## 7         1   Male 74.00            1           Yes          Yes       Private
## 8         1 Female 69.00            0            No           No       Private
## 9         1 Female 59.00            0            No          Yes       Private
## 10        1 Female 78.00            0            No          Yes       Private
## 11        1 Female 81.00            1            No          Yes       Private
## 13        1 Female 54.00            0            No          Yes       Private
## 14        1   Male 78.00            0           Yes          Yes       Private
## 15        1 Female 79.00            0           Yes          Yes       Private
## 16        1 Female 50.00            1            No          Yes Self-employed
## 17        1   Male 64.00            0           Yes          Yes       Private
## 18        1   Male 75.00            1            No          Yes       Private
## 19        1 Female 60.00            0            No           No       Private
## 21        1 Female 71.00            0            No          Yes      Govt_job
## 23        1 Female 79.00            0            No          Yes Self-employed
## 24        1   Male 82.00            0           Yes          Yes       Private
## 25        1   Male 71.00            0            No          Yes       Private
## 26        1   Male 80.00            0            No          Yes Self-employed
## 27        1 Female 65.00            0            No          Yes       Private
## 28        1   Male 58.00            0            No          Yes       Private
## 29        1   Male 69.00            0           Yes          Yes Self-employed
## 30        1   Male 59.00            0            No          Yes       Private
## 32        1   Male 42.00            0            No          Yes       Private
## 33        1 Female 82.00            1            No          Yes Self-employed
## 34        1   Male 80.00            0           Yes          Yes Self-employed
## 36        1 Female 82.00            1           Yes           No       Private
## 37        1   Male 74.00            0            No          Yes       Private
## 38        1 Female 72.00            1            No          Yes       Private
## 40        1 Female 49.00            0            No          Yes       Private
## 41        1   Male 78.00            0            No          Yes       Private
## 42        1   Male 54.00            0            No          Yes       Private
## 43        1   Male 82.00            0           Yes          Yes       Private
## 44        1 Female 63.00            0            No          Yes       Private
## 45        1   Male 60.00            1            No          Yes      Govt_job
## 46        1   Male 76.00            1            No          Yes       Private
## 48        1 Female 58.00            0            No          Yes       Private
## 49        1   Male 81.00            0            No          Yes Self-employed
## 51        1 Female 76.00            0            No           No       Private
## 52        1   Male 78.00            1            No          Yes       Private
## 53        1 Female 79.00            0           Yes          Yes       Private
## 54        1 Female 77.00            1            No          Yes Self-employed
## 55        1 Female 63.00            0            No          Yes      Govt_job
## 56        1   Male 63.00            0           Yes          Yes       Private
## 57        1 Female 82.00            0            No          Yes       Private
## 58        1   Male 78.00            0            No          Yes       Private
## 59        1   Male 73.00            1            No          Yes Self-employed
## 60        1 Female 54.00            1            No          Yes      Govt_job
## 61        1 Female 56.00            0            No          Yes       Private
## 62        1 Female 80.00            1            No          Yes       Private
## 63        1 Female 67.00            1            No          Yes Self-employed
## 64        1 Female 45.00            0            No          Yes       Private
## 65        1   Male 75.00            0            No          Yes       Private
## 66        1   Male 78.00            1            No           No       Private
## 67        1 Female 70.00            0            No          Yes       Private
## 68        1   Male 76.00            0            No          Yes       Private
## 69        1   Male 59.00            0            No          Yes       Private
## 70        1 Female 80.00            1            No          Yes Self-employed
## 71        1 Female 76.00            0            No          Yes      Govt_job
## 72        1 Female 67.00            1            No          Yes       Private
## 73        1 Female 66.00            1            No          Yes      Govt_job
## 74        1   Male 63.00            0            No          Yes       Private
## 75        1 Female 52.00            0            No          Yes       Private
## 76        1 Female 80.00            0           Yes          Yes Self-employed
## 77        1   Male 80.00            1            No          Yes       Private
## 78        1 Female 79.00            0            No          Yes       Private
## 79        1 Female 51.00            0            No          Yes       Private
## 81        1   Male 59.00            0            No          Yes       Private
## 82        1 Female 66.00            0            No          Yes Self-employed
## 83        1 Female 79.00            0            No           No       Private
## 84        1 Female 68.00            1            No           No Self-employed
## 85        1   Male 58.00            0            No          Yes       Private
## 86        1   Male 54.00            0            No          Yes       Private
## 87        1   Male 61.00            0           Yes          Yes       Private
## 88        1 Female 70.00            0           Yes          Yes       Private
## 89        1   Male 47.00            0            No          Yes       Private
## 90        1   Male 74.00            0            No          Yes       Private
## 91        1 Female 79.00            0           Yes          Yes       Private
## 92        1   Male 81.00            0            No          Yes       Private
## 93        1 Female 57.00            0            No           No Self-employed
## 94        1 Female 80.00            1            No          Yes Self-employed
## 95        1   Male 45.00            0            No          Yes       Private
## 96        1 Female 78.00            0            No          Yes       Private
## 97        1 Female 70.00            0            No          Yes Self-employed
## 98        1   Male 58.00            0           Yes          Yes       Private
## 100       1 Female 69.00            0            No          Yes      Govt_job
## 102       1 Female 77.00            0            No          Yes      Govt_job
## 103       1 Female 74.00            0            No          Yes       Private
## 104       1 Female 81.00            0           Yes          Yes Self-employed
## 105       1 Female 57.00            0            No          Yes      Govt_job
## 106       1   Male 58.00            0            No          Yes       Private
## 107       1 Female 50.00            1            No          Yes       Private
## 108       1 Female 54.00            0            No          Yes Self-employed
## 109       1 Female 79.00            0            No          Yes       Private
## 110       1 Female 53.00            0            No          Yes      Govt_job
## 111       1   Male 79.00            0           Yes          Yes       Private
## 112       1   Male 80.00            0           Yes          Yes       Private
## 113       1 Female 76.00            0            No          Yes Self-employed
## 114       1 Female 45.00            0            No          Yes       Private
## 117       1   Male 61.00            1            No          Yes Self-employed
## 118       1   Male 74.00            0            No          Yes       Private
## 120       1 Female 77.00            0            No          Yes       Private
## 121       1 Female 58.00            0            No          Yes       Private
## 122       1 Female 53.00            1            No          Yes       Private
## 123       1   Male 80.00            0            No          Yes       Private
## 124       1   Male 56.00            1            No          Yes       Private
## 125       1 Female 72.00            0            No          Yes       Private
## 126       1 Female 72.00            0            No          Yes      Govt_job
## 127       1   Male 78.00            1            No          Yes Self-employed
## 128       1 Female 80.00            0            No          Yes       Private
## 129       1   Male 82.00            0            No          Yes      Govt_job
## 130       1 Female 75.00            0            No          Yes      Govt_job
## 131       1 Female 73.00            1            No          Yes       Private
## 132       1 Female 78.00            1            No           No       Private
## 133       1   Male 69.00            1            No           No       Private
## 134       1 Female 38.00            0            No          Yes       Private
## 135       1 Female 68.00            1            No          Yes Self-employed
## 136       1 Female 71.00            0            No          Yes      Govt_job
## 137       1   Male 76.00            0            No          Yes       Private
## 138       1 Female 76.00            0            No          Yes       Private
## 139       1   Male 76.00            1            No          Yes Self-employed
## 140       1 Female 75.00            0            No          Yes       Private
## 141       1   Male 82.00            0           Yes          Yes      Govt_job
## 142       1 Female 59.00            0            No          Yes       Private
## 143       1 Female 74.00            1            No          Yes       Private
## 145       1 Female 72.00            1            No          Yes       Private
## 146       1   Male 66.00            0            No          Yes       Private
## 147       1   Male 65.00            0            No          Yes Self-employed
## 148       1 Female 78.00            0            No          Yes       Private
## 149       1 Female 57.00            1            No          Yes      Govt_job
## 150       1 Female 70.00            0           Yes          Yes       Private
## 151       1 Female 79.00            0            No          Yes       Private
## 152       1   Male 68.00            0           Yes          Yes       Private
## 153       1 Female 80.00            0            No          Yes Self-employed
## 154       1   Male 68.00            0            No          Yes Self-employed
## 155       1 Female 55.00            0            No          Yes Self-employed
## 156       1 Female 77.00            0           Yes          Yes       Private
## 157       1 Female 50.00            0            No          Yes       Private
## 158       1 Female 57.00            0            No          Yes       Private
## 159       1 Female 71.00            0            No          Yes Self-employed
## 160       1 Female 81.00            1            No          Yes Self-employed
## 161       1 Female 76.00            0            No          Yes       Private
## 162       1   Male 71.00            0           Yes          Yes       Private
## 164       1 Female 78.00            1            No           No       Private
## 165       1 Female 70.00            1            No          Yes Self-employed
## 166       1   Male 78.00            0            No          Yes Self-employed
## 167       1 Female 56.00            0            No          Yes      Govt_job
## 168       1   Male 79.00            1            No          Yes       Private
## 169       1 Female 79.00            1            No           No      Govt_job
## 170       1   Male 81.00            0            No          Yes Self-employed
## 171       1   Male 64.00            0            No          Yes Self-employed
## 172       1 Female 79.00            1           Yes           No Self-employed
## 173       1 Female 60.00            0            No          Yes       Private
## 174       1 Female 80.00            1            No          Yes Self-employed
## 175       1 Female 78.00            0            No          Yes Self-employed
## 176       1   Male 72.00            1            No          Yes Self-employed
## 177       1 Female 80.00            0            No          Yes       Private
## 178       1   Male 78.00            1            No          Yes Self-employed
## 179       1 Female 80.00            0            No          Yes      Govt_job
## 180       1   Male 81.00            0            No          Yes       Private
## 181       1 Female 46.00            0            No          Yes       Private
## 182       1   Male 59.00            0            No          Yes       Private
## 183       1 Female 32.00            0            No          Yes       Private
## 184       1 Female 77.00            0            No           No       Private
## 185       1   Male 61.00            1           Yes          Yes       Private
## 186       1   Male 63.00            0            No          Yes       Private
## 187       1   Male 63.00            0           Yes          Yes Self-employed
## 188       1 Female 82.00            1           Yes          Yes      Govt_job
## 189       1   Male 82.00            0            No          Yes       Private
## 190       1   Male 61.00            0           Yes          Yes       Private
## 191       1 Female 65.00            0            No          Yes       Private
## 192       1   Male 51.00            1            No          Yes       Private
## 193       1   Male 59.00            0            No          Yes Self-employed
## 194       1   Male 68.00            1           Yes          Yes       Private
## 195       1 Female 72.00            0            No          Yes       Private
## 196       1   Male 59.00            0            No          Yes       Private
## 197       1   Male 70.00            1            No          Yes       Private
## 198       1   Male 69.00            0            No          Yes       Private
## 199       1   Male 79.00            0            No          Yes       Private
## 200       1 Female 74.00            0            No          Yes Self-employed
## 201       1   Male 74.00            0            No          Yes       Private
## 202       1   Male 80.00            1           Yes          Yes       Private
## 203       1 Female 77.00            0            No          Yes Self-employed
## 204       1 Female 78.00            0            No          Yes Self-employed
## 205       1   Male 54.00            0            No          Yes      Govt_job
## 206       1 Female 78.00            0            No          Yes       Private
## 207       1 Female 81.00            0            No          Yes       Private
## 208       1   Male 78.00            0            No           No Self-employed
## 209       1   Male 78.00            1            No          Yes Self-employed
## 210       1 Female 63.00            0            No          Yes      Govt_job
## 211       1 Female 39.00            0            No          Yes       Private
## 212       1 Female 51.00            0            No          Yes      Govt_job
## 213       1   Male 63.00            0            No          Yes       Private
## 214       1 Female 48.00            0            No          Yes       Private
## 215       1 Female 81.00            0            No          Yes Self-employed
## 216       1 Female 79.00            0           Yes           No       Private
## 217       1   Male 78.00            0            No          Yes Self-employed
## 218       1 Female 55.00            1           Yes          Yes       Private
## 219       1 Female 76.00            1           Yes          Yes Self-employed
## 220       1   Male 73.00            0           Yes          Yes      Govt_job
## 221       1   Male 81.00            1           Yes          Yes       Private
## 222       1   Male 79.00            0            No          Yes       Private
## 223       1 Female 63.00            0            No          Yes      Govt_job
## 226       1 Female 57.00            0           Yes          Yes       Private
## 227       1 Female 81.00            0            No          Yes       Private
## 228       1   Male 74.00            0            No          Yes Self-employed
## 230       1 Female 80.00            1            No           No       Private
## 231       1 Female 81.00            0            No          Yes Self-employed
## 232       1 Female 79.00            0            No          Yes       Private
## 233       1 Female 73.00            0            No          Yes Self-employed
## 234       1 Female 77.00            1            No          Yes Self-employed
## 235       1   Male 78.00            0            No          Yes Self-employed
## 236       1 Female 68.00            0            No          Yes       Private
## 237       1   Male 57.00            0            No          Yes       Private
## 238       1   Male 77.00            0            No          Yes Self-employed
## 239       1 Female 51.00            1            No          Yes       Private
## 240       1   Male 60.00            0           Yes          Yes       Private
## 241       1   Male 66.00            0            No          Yes       Private
## 242       1   Male 57.00            0            No          Yes       Private
## 243       1   Male 68.00            0            No          Yes       Private
## 244       1 Female 68.00            1           Yes          Yes       Private
## 245       1   Male 57.00            0            No          Yes       Private
## 247       1 Female 75.00            0            No          Yes Self-employed
## 248       1   Male 71.00            1            No          Yes Self-employed
## 249       1 Female 78.00            0            No          Yes       Private
## 250       0   Male  3.00            0            No           No      children
## 251       0   Male 58.00            1            No          Yes       Private
## 252       0 Female  8.00            0            No           No       Private
## 253       0 Female 70.00            0            No          Yes       Private
## 254       0   Male 14.00            0            No           No  Never_worked
## 255       0 Female 47.00            0            No          Yes       Private
## 256       0 Female 52.00            0            No          Yes       Private
## 257       0 Female 75.00            0           Yes          Yes Self-employed
## 258       0 Female 32.00            0            No          Yes       Private
## 259       0 Female 74.00            1            No          Yes Self-employed
## 260       0 Female 79.00            0            No          Yes      Govt_job
## 261       0   Male 79.00            0           Yes          Yes       Private
## 262       0 Female 37.00            0            No          Yes       Private
## 263       0 Female 37.00            0            No          Yes       Private
## 264       0 Female 40.00            0            No          Yes       Private
## 265       0   Male 35.00            0            No           No       Private
## 266       0 Female 20.00            0            No           No       Private
## 267       0 Female 42.00            0            No          Yes       Private
## 268       0 Female 44.00            0            No          Yes      Govt_job
## 269       0 Female 79.00            0           Yes          Yes Self-employed
## 270       0 Female 65.00            1            No          Yes       Private
## 271       0 Female 57.00            1            No          Yes       Private
## 272       0 Female 49.00            0            No          Yes       Private
## 273       0   Male 71.00            0            No          Yes       Private
## 274       0 Female 59.00            0            No          Yes       Private
## 275       0 Female 25.00            0            No          Yes       Private
## 276       0 Female 67.00            0            No          Yes      Govt_job
## 277       0 Female 38.00            0            No           No       Private
## 278       0 Female 54.00            0            No          Yes       Private
## 279       0 Female 70.00            0            No          Yes Self-employed
## 280       0   Male 27.00            0            No          Yes Self-employed
## 281       0 Female 47.00            0            No          Yes       Private
## 282       0   Male 58.00            1            No           No       Private
## 283       0 Female  3.00            0            No           No      children
## 284       0 Female 58.00            0            No          Yes       Private
## 285       0   Male 14.00            0            No           No      Govt_job
## 286       0 Female 32.00            0            No          Yes       Private
## 287       0 Female 23.00            0            No           No       Private
## 288       0 Female 55.00            0            No          Yes       Private
## 289       0 Female 17.00            0            No           No Self-employed
## 290       0   Male 59.00            0            No          Yes       Private
## 291       0   Male 13.00            0            No           No      children
## 292       0   Male  4.00            0            No           No      children
## 293       0 Female 16.00            0            No           No      children
## 294       0   Male 67.00            0            No          Yes       Private
## 295       0 Female 22.00            0            No           No       Private
## 296       0 Female 45.00            0            No          Yes      Govt_job
## 297       0 Female 66.00            0            No          Yes       Private
## 298       0   Male 58.00            1            No          Yes      Govt_job
## 299       0   Male 69.00            0            No          Yes Self-employed
## 300       0 Female 58.00            0            No          Yes       Private
## 301       0 Female 53.00            0            No          Yes Self-employed
## 302       0 Female 78.00            0            No           No Self-employed
## 303       0   Male 44.00            0            No          Yes       Private
## 304       0   Male 66.00            0            No          Yes       Private
## 305       0   Male 27.00            0            No          Yes       Private
## 306       0   Male 43.00            0            No          Yes       Private
## 307       0 Female 13.00            0            No           No      children
## 308       0   Male 51.00            0            No          Yes      Govt_job
## 309       0 Female 30.00            0            No          Yes       Private
## 310       0   Male 46.00            0            No          Yes Self-employed
## 311       0 Female 43.00            0            No          Yes Self-employed
## 312       0 Female 79.00            0            No          Yes       Private
## 313       0 Female 27.00            0            No          Yes       Private
## 314       0 Female 38.00            0            No          Yes       Private
## 315       0 Female 78.00            1            No          Yes       Private
## 316       0   Male 57.00            0           Yes          Yes       Private
## 317       0   Male 61.00            0            No          Yes Self-employed
## 318       0 Female 37.00            1            No          Yes Self-employed
## 319       0 Female 48.00            0            No          Yes       Private
## 320       0 Female 29.00            0            No           No       Private
## 321       0   Male 22.00            0            No           No       Private
## 322       0   Male 11.00            0            No           No      children
## 323       0 Female 22.00            0            No           No       Private
## 324       0   Male 53.00            0            No          Yes       Private
## 325       0   Male 27.00            0            No           No      Govt_job
## 326       0   Male 76.00            0            No          Yes       Private
## 327       0 Female 57.00            1            No          Yes       Private
## 328       0   Male  8.00            0            No           No      children
## 329       0 Female 21.00            0            No           No       Private
## 330       0 Female 18.00            0            No           No       Private
## 331       0 Female 78.00            0            No          Yes       Private
## 332       0 Female 78.00            1            No          Yes       Private
## 333       0   Male 33.00            0            No          Yes Self-employed
## 334       0 Female 52.00            0            No          Yes       Private
## 335       0 Female 51.00            0            No          Yes Self-employed
## 336       0   Male 11.00            0            No           No      children
## 337       0 Female 48.00            0            No          Yes       Private
## 338       0 Female 82.00            0           Yes           No       Private
## 339       0 Female 54.00            0            No          Yes      Govt_job
## 340       0 Female 49.00            0            No          Yes       Private
## 341       0 Female 24.00            0            No          Yes       Private
## 342       0 Female 37.00            0            No          Yes       Private
## 343       0   Male 34.00            0           Yes          Yes       Private
## 344       0   Male 64.00            0            No          Yes      Govt_job
## 345       0 Female 66.00            0            No          Yes Self-employed
## 346       0 Female 23.00            0            No           No       Private
## 347       0   Male 68.00            0            No          Yes       Private
## 348       0 Female 55.00            0            No          Yes      Govt_job
## 349       0 Female 25.00            0            No           No       Private
## 350       0 Female 48.00            0            No           No      Govt_job
## 351       0 Female 79.00            1           Yes          Yes Self-employed
## 352       0 Female 47.00            0            No          Yes       Private
## 353       0 Female 20.00            0            No           No       Private
## 354       0 Female 60.00            0            No          Yes       Private
## 355       0 Female 32.00            0            No          Yes       Private
## 356       0 Female 66.00            1            No          Yes       Private
## 357       0   Male 43.00            0            No          Yes       Private
## 358       0 Female 36.00            0            No           No      Govt_job
## 359       0   Male 52.00            0            No          Yes Self-employed
## 360       0 Female 29.00            0            No          Yes       Private
## 361       0 Female 76.00            1            No          Yes Self-employed
## 362       0 Female 39.00            0            No          Yes Self-employed
## 363       0   Male 76.00            0            No          Yes       Private
## 364       0 Female  0.64            0            No           No      children
## 365       0   Male 34.00            0            No          Yes       Private
## 366       0 Female 72.00            0            No          Yes       Private
## 367       0 Female 43.00            0            No          Yes Self-employed
## 368       0 Female 57.00            0            No           No Self-employed
## 369       0 Female 44.00            0            No          Yes       Private
## 370       0 Female  4.00            0            No           No      children
## 371       0   Male 44.00            0            No          Yes       Private
## 372       0 Female 18.00            0            No           No       Private
## 373       0   Male 41.00            0            No          Yes       Private
## 374       0 Female 23.00            0            No          Yes       Private
## 375       0 Female 53.00            0            No          Yes      Govt_job
## 376       0   Male 56.00            0            No          Yes      Govt_job
## 377       0 Female  0.88            0            No           No      children
## 378       0   Male 25.00            0            No           No       Private
## 379       0 Female 14.00            0            No           No      children
## 380       0 Female 53.00            0            No          Yes       Private
## 381       0   Male  4.00            0            No           No      children
## 382       0 Female 39.00            0            No          Yes       Private
## 383       0   Male 53.00            1           Yes          Yes      Govt_job
## 384       0   Male  5.00            0            No           No      children
## 385       0   Male  4.00            0            No           No      children
## 386       0 Female 37.00            0            No          Yes       Private
## 387       0   Male 70.00            1            No          Yes Self-employed
## 388       0   Male 24.00            0            No           No       Private
## 389       0   Male 55.00            0            No          Yes      Govt_job
## 390       0 Female 70.00            0            No          Yes       Private
## 391       0   Male 34.00            0            No          Yes       Private
## 392       0   Male 26.00            0            No          Yes       Private
## 393       0 Female 39.00            0            No          Yes       Private
## 394       0   Male 38.00            0            No           No Self-employed
## 395       0 Female 20.00            0            No           No       Private
## 396       0 Female 17.00            0            No           No       Private
## 397       0   Male 60.00            1            No          Yes       Private
## 398       0 Female 75.00            0            No          Yes Self-employed
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## 400       0   Male 58.00            1            No          Yes       Private
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## 402       0 Female 13.00            0            No           No      children
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## 405       0 Female 61.00            0            No          Yes Self-employed
## 406       0 Female 78.00            0           Yes          Yes      Govt_job
## 407       0   Male 57.00            0            No          Yes       Private
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## 409       0 Female 22.00            0            No          Yes       Private
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## 412       0   Male 64.00            1            No          Yes Self-employed
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## 414       0 Female 38.00            0            No          Yes Self-employed
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## 433       0 Female 63.00            0            No          Yes      Govt_job
## 434       0 Female 69.00            0            No          Yes Self-employed
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## 436       0 Female 64.00            0            No          Yes       Private
## 437       0 Female 62.00            0            No          Yes Self-employed
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## 445       0 Female 63.00            1            No          Yes Self-employed
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## 448       0 Female 65.00            0            No          Yes Self-employed
## 449       0   Male 65.00            0            No          Yes       Private
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## 451       0   Male 72.00            0           Yes          Yes Self-employed
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## 474       0 Female 43.00            0            No          Yes      Govt_job
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## 479       0 Female 66.00            0            No          Yes      Govt_job
## 480       0   Male 54.00            1            No          Yes       Private
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## 482       0 Female 53.00            0            No          Yes Self-employed
## 483       0 Female 78.00            0           Yes          Yes Self-employed
## 484       0   Male  9.00            0            No           No      children
## 485       0 Female 48.00            0            No          Yes Self-employed
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## 493       0   Male 74.00            0            No          Yes Self-employed
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## 506       0   Male 52.00            1            No          Yes       Private
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## 517       0 Female 44.00            0            No          Yes Self-employed
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## 521       0 Female 31.00            0            No          Yes       Private
## 522       0   Male 67.00            0            No          Yes Self-employed
## 523       0   Male 40.00            0            No          Yes       Private
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## 525       0 Female 38.00            0            No          Yes      Govt_job
## 526       0 Female  5.00            0            No           No      children
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## 530       0 Female 31.00            0            No          Yes       Private
## 531       0   Male 72.00            1            No          Yes Self-employed
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## 537       0   Male 57.00            0            No          Yes       Private
## 538       0   Male 65.00            0            No          Yes Self-employed
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## 541       0 Female 30.00            0            No          Yes       Private
## 542       0   Male 29.00            0            No          Yes      Govt_job
## 543       0 Female 54.00            0            No          Yes Self-employed
## 544       0 Female 57.00            0            No          Yes Self-employed
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## 547       0   Male  9.00            0            No           No      children
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## 549       0   Male 40.00            0            No           No       Private
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## 552       0 Female 76.00            0            No          Yes       Private
## 553       0   Male 52.00            0            No          Yes       Private
## 554       0 Female 55.00            0            No          Yes Self-employed
## 555       0   Male  5.00            0            No           No      children
## 556       0 Female 55.00            0            No           No       Private
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## 558       0   Male 46.00            0            No          Yes       Private
## 559       0   Male  5.00            0            No           No      children
## 560       0 Female 39.00            0            No          Yes      Govt_job
## 561       0   Male 12.00            0            No           No      children
## 562       0   Male 67.00            0           Yes          Yes       Private
## 563       0 Female  1.80            0            No           No      children
## 564       0 Female 72.00            0            No          Yes Self-employed
## 565       0 Female  0.32            0            No           No      children
## 566       0 Female 64.00            1            No          Yes       Private
## 567       0   Male 27.00            0            No           No       Private
## 568       0   Male 25.00            0            No           No       Private
## 569       0 Female 81.00            0            No           No Self-employed
## 570       0 Female 32.00            0            No           No Self-employed
## 571       0   Male 57.00            0            No          Yes       Private
## 572       0 Female 52.00            1            No          Yes Self-employed
## 573       0   Male 54.00            0            No          Yes       Private
## 574       0 Female 36.00            0            No          Yes       Private
## 575       0   Male 18.00            0            No           No       Private
## 576       0   Male 45.00            0            No          Yes       Private
## 577       0   Male 29.00            0            No           No       Private
## 578       0 Female 51.00            1            No          Yes       Private
## 579       0 Female 23.00            0            No           No       Private
## 580       0 Female 54.00            0            No          Yes       Private
## 581       0 Female 54.00            0            No          Yes Self-employed
## 582       0   Male 18.00            0            No           No Self-employed
## 583       0 Female 26.00            0            No          Yes       Private
## 584       0   Male 72.00            0            No          Yes       Private
## 585       0   Male  5.00            0            No           No      children
## 586       0 Female 65.00            0           Yes          Yes       Private
## 587       0 Female 42.00            0            No           No       Private
## 588       0 Female 47.00            0            No          Yes Self-employed
## 589       0 Female 24.00            0            No          Yes       Private
## 590       0   Male 57.00            0            No          Yes       Private
## 591       0   Male 51.00            0            No          Yes       Private
## 592       0   Male 48.00            0            No          Yes       Private
## 593       0 Female 56.00            0            No          Yes       Private
## 594       0 Female 30.00            0            No          Yes       Private
## 595       0 Female 63.00            1            No          Yes       Private
## 596       0 Female 46.00            0            No          Yes       Private
## 597       0 Female 53.00            0            No          Yes Self-employed
## 598       0 Female  1.08            0            No           No      children
## 599       0   Male 15.00            0            No           No      children
## 600       0 Female 59.00            1            No          Yes       Private
## 601       0 Female 24.00            0            No           No Self-employed
## 602       0   Male 53.00            0            No          Yes       Private
## 603       0 Female 39.00            0            No          Yes      Govt_job
## 604       0   Male 23.00            0            No           No  Never_worked
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## 607       0   Male 44.00            0            No          Yes       Private
## 608       0 Female  1.80            0            No           No      children
## 609       0   Male 40.00            0            No          Yes       Private
## 610       0   Male  7.00            0            No           No      children
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## 612       0   Male 42.00            0            No          Yes      Govt_job
## 613       0   Male 48.00            0            No          Yes       Private
## 614       0   Male 82.00            0            No           No Self-employed
## 615       0 Female 52.00            0            No           No       Private
## 616       0 Female 42.00            0            No          Yes       Private
## 617       0 Female 73.00            0            No          Yes      Govt_job
## 618       0 Female 55.00            0            No          Yes      Govt_job
## 619       0   Male 50.00            0            No          Yes       Private
## 620       0   Male 43.00            0            No          Yes       Private
## 621       0   Male 33.00            0            No          Yes       Private
## 622       0 Female 80.00            0            No          Yes       Private
## 623       0 Female 33.00            0            No          Yes       Private
## 624       0 Female 74.00            0            No          Yes       Private
## 625       0   Male 65.00            0           Yes          Yes Self-employed
## 626       0 Female 40.00            0            No          Yes       Private
## 627       0   Male 52.00            0           Yes           No       Private
## 628       0 Female 66.00            0            No          Yes      Govt_job
## 629       0 Female 20.00            0            No           No      Govt_job
## 630       0 Female 51.00            0            No          Yes Self-employed
## 631       0 Female 60.00            0            No          Yes Self-employed
## 632       0   Male 59.00            0            No          Yes       Private
## 633       0   Male 58.00            0            No          Yes      Govt_job
## 634       0 Female 42.00            0            No          Yes      Govt_job
## 635       0   Male 28.00            0            No           No       Private
## 636       0   Male 57.00            0            No          Yes       Private
## 637       0 Female 66.00            0           Yes          Yes       Private
## 638       0 Female 56.00            0            No          Yes       Private
## 639       0   Male 48.00            0            No          Yes Self-employed
## 640       0   Male 37.00            0            No           No       Private
## 641       0 Female 27.00            0            No          Yes       Private
## 642       0   Male 15.00            0            No           No      children
## 643       0   Male 61.00            0            No          Yes       Private
## 644       0 Female 80.00            0           Yes          Yes Self-employed
## 645       0 Female 43.00            0            No          Yes Self-employed
## 646       0   Male 53.00            0            No          Yes Self-employed
## 647       0 Female 70.00            0            No           No Self-employed
## 648       0 Female 58.00            0            No           No       Private
## 649       0 Female 49.00            0            No          Yes       Private
## 650       0   Male 65.00            0            No          Yes      Govt_job
## 651       0 Female 54.00            0            No          Yes Self-employed
## 652       0   Male 74.00            1            No          Yes Self-employed
## 653       0 Female 56.00            0            No          Yes       Private
## 654       0 Female 79.00            0            No          Yes       Private
## 655       0   Male 71.00            1            No          Yes       Private
## 656       0 Female 28.00            0            No          Yes       Private
## 657       0 Female  9.00            0            No           No      children
## 658       0 Female  4.00            0            No           No      children
## 659       0 Female 36.00            0            No           No Self-employed
## 660       0   Male 78.00            0            No          Yes Self-employed
## 661       0   Male 52.00            0            No           No       Private
## 662       0 Female 80.00            0            No           No Self-employed
## 663       0   Male 28.00            0            No          Yes       Private
## 664       0 Female 38.00            0            No          Yes       Private
## 665       0   Male 56.00            0            No          Yes       Private
## 666       0 Female 75.00            0            No          Yes      Govt_job
## 667       0   Male 76.00            1            No          Yes Self-employed
## 668       0   Male 10.00            0            No           No      children
## 669       0 Female 48.00            1            No           No       Private
## 670       0   Male 40.00            0            No          Yes      Govt_job
## 671       0   Male 82.00            0            No          Yes Self-employed
## 672       0   Male 61.00            0           Yes          Yes       Private
## 673       0 Female 17.00            0            No           No       Private
## 674       0 Female 58.00            0            No          Yes      Govt_job
## 675       0   Male 12.00            0            No           No      children
## 676       0 Female 53.00            0            No          Yes      Govt_job
## 677       0 Female 26.00            0            No          Yes       Private
## 678       0 Female 48.00            0            No          Yes       Private
## 679       0   Male 25.00            0            No          Yes       Private
## 680       0 Female 27.00            0            No           No       Private
## 681       0   Male 31.00            1            No          Yes      Govt_job
## 682       0 Female 16.00            0            No           No       Private
## 683       0   Male 20.00            0            No           No       Private
## 684       0 Female  2.00            0            No           No      children
## 685       0 Female  1.80            0            No           No      children
## 686       0   Male 28.00            0            No           No       Private
## 687       0   Male 32.00            0            No           No       Private
## 688       0 Female 35.00            0            No          Yes       Private
## 689       0 Female 52.00            1            No          Yes       Private
## 690       0 Female 55.00            1            No          Yes       Private
## 691       0 Female 42.00            0            No          Yes Self-employed
## 692       0 Female 52.00            0            No          Yes Self-employed
## 693       0 Female 18.00            0            No           No       Private
## 694       0 Female 13.00            0            No           No      children
## 695       0 Female 45.00            0            No          Yes       Private
## 696       0 Female 29.00            0            No          Yes       Private
## 697       0 Female 12.00            0            No           No      children
## 698       0 Female 37.00            0            No          Yes       Private
## 699       0 Female 30.00            0            No          Yes       Private
## 700       0 Female 44.00            0            No          Yes       Private
## 701       0 Female 79.00            1            No          Yes       Private
## 702       0   Male 38.00            0            No          Yes       Private
## 703       0 Female 45.00            0            No          Yes       Private
## 704       0 Female 66.00            0            No          Yes       Private
## 705       0 Female 19.00            0            No           No       Private
## 706       0 Female 49.00            0            No          Yes       Private
## 707       0 Female 66.00            0            No          Yes      Govt_job
## 708       0   Male 47.00            0            No          Yes       Private
## 709       0 Female 59.00            0            No          Yes       Private
## 710       0 Female 23.00            0            No           No       Private
## 711       0 Female 79.00            0            No          Yes Self-employed
## 712       0 Female 37.00            0            No           No Self-employed
## 713       0   Male 78.00            0            No          Yes       Private
## 714       0 Female 70.00            1            No          Yes       Private
## 715       0 Female 34.00            0            No           No       Private
## 716       0 Female 28.00            1            No           No       Private
## 717       0   Male 29.00            0            No           No       Private
## 718       0 Female 13.00            0            No           No      children
## 719       0 Female 22.00            0            No          Yes       Private
## 720       0   Male 56.00            0            No          Yes       Private
## 721       0 Female 81.00            0            No          Yes Self-employed
## 722       0 Female 28.00            0            No           No       Private
## 723       0   Male  9.00            0            No           No      children
## 724       0   Male 50.00            0            No          Yes       Private
## 725       0   Male 70.00            0            No          Yes       Private
## 726       0 Female 30.00            0            No           No       Private
## 727       0 Female 51.00            0            No          Yes Self-employed
## 728       0   Male 24.00            0            No           No       Private
## 729       0   Male 17.00            0            No           No       Private
## 730       0 Female 43.00            0            No          Yes      Govt_job
## 731       0   Male  9.00            0            No           No      children
## 732       0   Male 50.00            0            No          Yes       Private
## 733       0 Female 49.00            0            No          Yes       Private
## 734       0   Male  6.00            0            No           No      children
## 735       0   Male 30.00            0            No          Yes Self-employed
## 736       0   Male 73.00            0            No          Yes       Private
## 737       0 Female 20.00            0            No          Yes       Private
## 738       0   Male 42.00            0            No          Yes       Private
## 739       0 Female 79.00            0            No          Yes      Govt_job
## 740       0 Female 55.00            0            No          Yes       Private
## 741       0 Female 27.00            0            No           No       Private
## 742       0   Male 71.00            0            No          Yes       Private
## 743       0 Female  9.00            0            No           No      children
## 744       0   Male 23.00            0            No           No       Private
## 745       0 Female 71.00            1            No          Yes       Private
## 746       0 Female 56.00            0           Yes          Yes       Private
## 747       0   Male 31.00            0            No          Yes       Private
## 748       0 Female 64.00            0            No          Yes      Govt_job
## 749       0   Male 46.00            0            No          Yes Self-employed
## 750       0   Male 55.00            0            No          Yes      Govt_job
## 751       0   Male  2.00            0            No           No      children
## 752       0 Female 58.00            1            No          Yes       Private
## 753       0 Female 78.00            0            No           No       Private
## 754       0 Female  1.16            0            No           No      children
## 755       0 Female 35.00            0            No          Yes       Private
## 756       0 Female 64.00            0            No          Yes       Private
## 757       0 Female 18.00            0            No           No       Private
## 758       0   Male 19.00            0            No           No       Private
## 759       0   Male 47.00            0            No          Yes      Govt_job
## 760       0 Female 54.00            1            No           No       Private
## 761       0 Female 39.00            0            No          Yes       Private
## 762       0 Female 37.00            0            No           No       Private
## 763       0 Female 17.00            0            No           No       Private
## 764       0 Female 20.00            0            No          Yes       Private
## 765       0 Female 31.00            0            No          Yes       Private
## 766       0 Female 56.00            0            No          Yes       Private
## 767       0 Female 31.00            0            No           No       Private
## 768       0   Male 82.00            0            No          Yes       Private
## 769       0   Male 33.00            0            No          Yes       Private
## 770       0   Male 42.00            0            No          Yes       Private
## 771       0   Male 20.00            0            No           No       Private
## 772       0   Male 22.00            0            No          Yes      Govt_job
## 773       0   Male 61.00            0            No          Yes       Private
## 774       0 Female 31.00            0            No          Yes       Private
## 775       0 Female 31.00            0            No          Yes      Govt_job
## 776       0   Male 17.00            0            No           No Self-employed
## 777       0 Female 30.00            0            No          Yes       Private
## 778       0   Male 69.00            0            No          Yes       Private
## 779       0 Female 63.00            0            No          Yes       Private
## 780       0   Male 19.00            0            No           No       Private
## 781       0   Male  7.00            0            No           No      children
## 782       0 Female 51.00            0            No          Yes       Private
## 783       0 Female 38.00            1            No          Yes Self-employed
## 784       0   Male  2.00            0            No           No      children
## 785       0 Female 58.00            0            No          Yes       Private
## 786       0 Female 69.00            0           Yes          Yes       Private
## 787       0 Female 64.00            1            No          Yes       Private
## 788       0 Female 31.00            0            No          Yes       Private
## 789       0 Female 59.00            1            No          Yes       Private
## 790       0 Female 54.00            0            No          Yes       Private
## 791       0 Female 24.00            0            No          Yes       Private
## 792       0   Male 19.00            0            No           No       Private
## 793       0   Male 17.00            0            No           No       Private
## 794       0 Female 29.00            0            No           No       Private
## 795       0 Female 42.00            0            No          Yes       Private
## 796       0 Female 31.00            0            No          Yes      Govt_job
## 797       0 Female 29.00            0            No           No       Private
## 798       0 Female 23.00            0            No           No       Private
## 799       0 Female 25.00            0            No           No       Private
## 800       0 Female 14.00            0            No           No      children
## 801       0 Female 66.00            0            No          Yes       Private
## 802       0 Female 77.00            0            No          Yes       Private
## 803       0   Male 79.00            0            No          Yes Self-employed
## 804       0 Female 52.00            0            No          Yes       Private
## 805       0 Female 41.00            0            No          Yes       Private
## 806       0 Female 31.00            0            No           No       Private
## 807       0   Male 39.00            0            No          Yes       Private
## 808       0 Female 51.00            0            No           No      Govt_job
## 809       0 Female 40.00            0            No          Yes      Govt_job
## 810       0 Female 48.00            0            No          Yes       Private
## 811       0   Male 55.00            0            No          Yes       Private
## 812       0   Male 41.00            0            No          Yes       Private
## 813       0 Female 39.00            0            No          Yes       Private
## 814       0   Male 41.00            0            No           No      Govt_job
## 815       0 Female  5.00            0            No           No      children
## 816       0   Male 38.00            0            No          Yes      Govt_job
## 817       0   Male 40.00            1            No          Yes      Govt_job
## 818       0   Male 12.00            0            No           No      children
## 819       0   Male 20.00            0            No           No      Govt_job
## 820       0   Male 53.00            0            No          Yes       Private
## 821       0 Female 21.00            0            No           No       Private
## 822       0 Female 70.00            1            No          Yes      Govt_job
## 823       0   Male 61.00            0            No          Yes      Govt_job
## 824       0   Male 70.00            0            No          Yes      Govt_job
## 825       0 Female 38.00            0            No          Yes      Govt_job
## 826       0   Male 59.00            0            No          Yes      Govt_job
## 827       0 Female 36.00            1            No          Yes       Private
## 828       0 Female 31.00            0            No          Yes      Govt_job
## 829       0 Female 65.00            0            No          Yes      Govt_job
## 830       0   Male 61.00            1           Yes          Yes      Govt_job
## 831       0   Male  2.00            0            No           No      children
## 832       0   Male 52.00            0            No          Yes       Private
## 833       0 Female 33.00            0            No          Yes       Private
## 834       0   Male  5.00            0            No           No      children
## 835       0 Female 32.00            0            No          Yes       Private
## 836       0 Female 54.00            0            No          Yes      Govt_job
## 837       0 Female 51.00            0            No           No       Private
## 838       0 Female 39.00            0            No           No      Govt_job
## 839       0 Female 40.00            0            No          Yes       Private
## 840       0 Female 19.00            0            No          Yes       Private
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## 842       0   Male 53.00            1            No          Yes      Govt_job
## 843       0 Female 23.00            0            No           No       Private
## 844       0 Female 19.00            0            No           No Self-employed
## 845       0   Male  1.00            0            No           No      children
## 846       0 Female 48.00            0            No          Yes       Private
## 847       0   Male 71.00            0            No          Yes      Govt_job
## 848       0   Male 44.00            0            No          Yes       Private
## 849       0 Female 53.00            0            No          Yes      Govt_job
## 850       0 Female 70.00            1            No          Yes Self-employed
## 851       0 Female  1.40            0            No           No      children
## 852       0   Male 49.00            0            No          Yes       Private
## 853       0 Female 17.00            0            No           No       Private
## 854       0 Female 40.00            0            No          Yes       Private
## 855       0 Female 46.00            0            No          Yes Self-employed
## 856       0 Female 32.00            0            No          Yes       Private
## 857       0   Male  2.00            0            No           No      children
## 858       0 Female 40.00            0            No          Yes       Private
## 859       0 Female 19.00            0            No           No       Private
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## 861       0 Female 46.00            0            No          Yes       Private
## 862       0   Male 71.00            0            No           No       Private
## 863       0 Female 31.00            0            No          Yes       Private
## 864       0   Male 41.00            0            No          Yes       Private
## 865       0   Male 65.00            0            No          Yes Self-employed
## 866       0   Male 52.00            0            No          Yes       Private
## 867       0 Female 20.00            0            No           No       Private
## 868       0 Female 77.00            0           Yes          Yes       Private
## 869       0 Female 51.00            0            No          Yes       Private
## 870       0 Female 37.00            0            No          Yes       Private
## 871       0   Male 49.00            0            No          Yes       Private
## 872       0 Female 62.00            1            No          Yes      Govt_job
## 873       0 Female 17.00            0            No           No       Private
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## 875       0   Male 80.00            0            No          Yes       Private
## 876       0   Male 45.00            0            No          Yes       Private
## 877       0 Female 37.00            0            No          Yes       Private
## 878       0 Female  3.00            0            No           No      children
## 879       0   Male 26.00            0            No           No       Private
## 880       0 Female 71.00            0            No          Yes Self-employed
## 881       0   Male 58.00            0            No          Yes      Govt_job
## 882       0 Female 59.00            0            No          Yes      Govt_job
## 883       0   Male 74.00            1            No          Yes       Private
## 884       0   Male 17.00            0            No           No       Private
## 885       0 Female 62.00            0            No          Yes       Private
## 886       0   Male 37.00            0            No          Yes Self-employed
## 887       0 Female 19.00            0            No           No  Never_worked
## 888       0 Female 59.00            0            No          Yes       Private
## 889       0 Female 59.00            1            No          Yes       Private
## 890       0   Male 62.00            0           Yes          Yes Self-employed
## 891       0   Male 80.00            1           Yes          Yes Self-employed
## 892       0 Female 54.00            0            No          Yes       Private
## 893       0 Female 27.00            0            No           No       Private
## 894       0 Female  4.00            0            No           No      children
## 895       0   Male 81.00            1            No          Yes Self-employed
## 896       0 Female 41.00            0            No           No       Private
## 897       0   Male 27.00            0            No          Yes       Private
## 898       0 Female 51.00            1            No          Yes       Private
## 899       0 Female 59.00            0            No          Yes Self-employed
## 900       0 Female 51.00            0            No          Yes       Private
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## 902       0   Male 48.00            0            No          Yes       Private
## 903       0 Female 49.00            0            No          Yes Self-employed
## 904       0 Female 35.00            0            No           No      Govt_job
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## 910       0 Female 39.00            0            No          Yes       Private
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## 914       0 Female  1.72            0            No           No      children
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## 916       0 Female 32.00            0            No          Yes       Private
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## 918       0   Male 57.00            0            No          Yes Self-employed
## 919       0 Female 77.00            0            No          Yes       Private
## 920       0   Male  8.00            0            No           No      children
## 921       0 Female 21.00            0            No           No      Govt_job
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## 923       0 Female  8.00            0            No           No      children
## 924       0   Male 71.00            0           Yes          Yes Self-employed
## 925       0 Female 74.00            0            No          Yes       Private
## 926       0 Female  7.00            0            No           No      children
## 927       0   Male 19.00            0            No           No       Private
## 928       0   Male 64.00            0            No          Yes       Private
## 929       0 Female 23.00            1            No           No       Private
## 930       0   Male 75.00            0           Yes          Yes Self-employed
## 931       0   Male 80.00            0            No          Yes Self-employed
## 932       0   Male 40.00            0            No          Yes       Private
## 933       0 Female 24.00            0            No           No      Govt_job
## 934       0 Female 74.00            0            No          Yes Self-employed
## 935       0 Female 52.00            0            No          Yes Self-employed
## 936       0   Male 54.00            0            No          Yes       Private
## 937       0 Female 23.00            0            No           No       Private
## 938       0   Male 19.00            0            No           No       Private
## 939       0 Female 23.00            0            No           No       Private
## 940       0   Male 13.00            0            No           No  Never_worked
## 941       0 Female 51.00            0            No          Yes       Private
## 942       0   Male 60.00            0            No          Yes      Govt_job
## 943       0   Male 79.00            0           Yes          Yes Self-employed
## 944       0 Female 75.00            0            No          Yes       Private
## 945       0 Female 69.00            1            No          Yes Self-employed
## 946       0 Female 57.00            0            No          Yes Self-employed
## 947       0 Female 47.00            0            No          Yes       Private
## 948       0 Female 33.00            0            No          Yes       Private
## 949       0 Female 51.00            0            No          Yes Self-employed
## 950       0 Female 47.00            0            No          Yes       Private
## 951       0   Male 15.00            0            No           No       Private
## 952       0   Male  1.00            0            No           No      children
## 953       0 Female 20.00            0            No           No       Private
## 954       0   Male  6.00            0            No           No      children
## 955       0   Male 50.00            0            No           No      Govt_job
## 956       0   Male 31.00            0            No          Yes       Private
## 957       0 Female 15.00            0            No           No Self-employed
## 958       0 Female  3.00            0            No           No      children
## 959       0   Male 30.00            0            No          Yes       Private
## 960       0   Male 17.00            0            No           No  Never_worked
## 961       0   Male 24.00            0            No           No       Private
## 962       0 Female  5.00            0            No           No      children
## 963       0   Male 33.00            0            No           No       Private
## 964       0 Female 30.00            0            No           No       Private
## 965       0   Male 66.00            1            No          Yes       Private
## 966       0   Male 40.00            0            No           No       Private
## 967       0 Female 27.00            0            No           No       Private
## 968       0   Male 21.00            0            No           No       Private
## 969       0 Female 55.00            0            No          Yes       Private
## 970       0 Female 19.00            0            No           No       Private
## 971       0   Male 75.00            1           Yes          Yes Self-employed
## 972       0 Female 71.00            0           Yes          Yes       Private
## 973       0 Female 16.00            0            No           No       Private
## 974       0 Female 49.00            0            No           No       Private
## 975       0 Female 10.00            0            No           No      children
## 976       0 Female 37.00            0            No          Yes       Private
## 977       0   Male 59.00            0            No          Yes      Govt_job
## 978       0 Female  7.00            0            No           No      children
## 979       0 Female 61.00            0            No          Yes       Private
## 980       0   Male 34.00            0            No           No       Private
## 981       0 Female  9.00            0            No           No      children
## 982       0 Female 46.00            0            No          Yes       Private
## 983       0   Male  0.88            0            No           No      children
## 984       0   Male 50.00            0            No          Yes      Govt_job
## 985       0   Male 19.00            0            No          Yes       Private
## 986       0 Female 21.00            0            No          Yes       Private
## 987       0 Female  2.00            0            No           No      children
## 988       0 Female 37.00            0            No          Yes Self-employed
## 989       0   Male 20.00            0            No           No       Private
## 990       0   Male 50.00            0            No          Yes       Private
## 991       0   Male 61.00            1           Yes           No       Private
## 992       0   Male 48.00            0            No          Yes       Private
## 993       0   Male 82.00            0           Yes          Yes Self-employed
## 994       0   Male 64.00            0            No          Yes       Private
## 995       0 Female 50.00            0            No          Yes      Govt_job
## 996       0   Male  1.40            0            No           No      children
## 997       0   Male  0.24            0            No           No      children
## 998       0   Male 55.00            0            No          Yes       Private
## 999       0 Female 29.00            0            No           No       Private
## 1000      0   Male  4.00            0            No           No      children
## 1001      0   Male 70.00            1            No          Yes       Private
## 1002      0   Male 35.00            0            No          Yes       Private
## 1003      0 Female 80.00            0           Yes          Yes       Private
## 1004      0 Female 54.00            0            No          Yes       Private
## 1005      0   Male 39.00            0            No          Yes      Govt_job
## 1006      0 Female 26.00            0            No           No       Private
## 1007      0 Female  6.00            0            No           No      children
## 1008      0 Female 41.00            0            No          Yes       Private
## 1009      0 Female 42.00            0            No          Yes       Private
## 1010      0   Male  9.00            0            No           No      children
## 1011      0   Male 55.00            0            No          Yes       Private
## 1012      0   Male 71.00            0            No          Yes       Private
## 1013      0 Female 14.00            0            No           No      children
## 1014      0 Female 77.00            1            No          Yes Self-employed
## 1015      0 Female 50.00            0            No          Yes      Govt_job
## 1016      0   Male 49.00            0            No           No       Private
## 1017      0 Female 51.00            0            No          Yes Self-employed
## 1018      0   Male 79.00            0            No          Yes Self-employed
## 1019      0 Female 63.00            0            No          Yes Self-employed
## 1020      0 Female 66.00            0            No          Yes Self-employed
## 1021      0 Female 20.00            0            No           No       Private
## 1022      0 Female 37.00            0            No          Yes      Govt_job
## 1023      0   Male 22.00            0            No           No       Private
## 1024      0 Female 60.00            0            No          Yes      Govt_job
## 1025      0   Male 39.00            0            No          Yes       Private
## 1026      0 Female 53.00            0            No          Yes       Private
## 1027      0 Female 55.00            0            No          Yes       Private
## 1028      0 Female 63.00            0            No          Yes       Private
## 1029      0 Female 57.00            0            No          Yes       Private
## 1030      0   Male 82.00            0            No          Yes Self-employed
## 1031      0   Male 56.00            0            No          Yes       Private
## 1032      0   Male 41.00            1            No          Yes       Private
## 1033      0 Female  8.00            0            No           No      children
## 1034      0   Male 34.00            0            No           No       Private
## 1035      0   Male 75.00            0            No          Yes       Private
## 1036      0   Male 57.00            0            No          Yes       Private
## 1037      0 Female 72.00            0            No          Yes       Private
## 1038      0   Male 21.00            0            No           No       Private
## 1039      0 Female 51.00            0            No          Yes       Private
## 1040      0 Female 15.00            0            No           No       Private
## 1041      0 Female 24.00            0            No          Yes       Private
## 1042      0 Female 30.00            0            No          Yes      Govt_job
## 1043      0 Female 82.00            0            No           No Self-employed
## 1044      0 Female 62.00            0            No          Yes       Private
## 1045      0 Female 79.00            0            No          Yes      Govt_job
## 1046      0 Female 19.00            0            No           No       Private
## 1047      0   Male 45.00            0            No          Yes       Private
## 1048      0 Female  5.00            0            No           No      children
## 1049      0   Male 57.00            0           Yes          Yes       Private
## 1050      0 Female 31.00            0            No           No       Private
## 1051      0   Male 61.00            0            No          Yes       Private
## 1052      0   Male 27.00            0            No           No Self-employed
## 1053      0 Female 61.00            0            No          Yes       Private
## 1054      0 Female 53.00            0            No          Yes Self-employed
## 1055      0 Female 76.00            0            No           No Self-employed
## 1056      0   Male 57.00            0            No          Yes       Private
## 1057      0   Male  9.00            0            No           No      children
## 1058      0 Female 34.00            0            No          Yes       Private
## 1059      0   Male 51.00            1            No          Yes       Private
## 1060      0   Male 61.00            0            No          Yes       Private
## 1061      0 Female 19.00            0            No           No       Private
## 1062      0 Female 50.00            0            No          Yes       Private
## 1063      0 Female 80.00            1           Yes          Yes       Private
## 1064      0 Female 13.00            0            No           No       Private
## 1065      0   Male 55.00            0            No          Yes Self-employed
## 1066      0   Male 67.00            0            No          Yes      Govt_job
## 1067      0 Female 30.00            0            No           No Self-employed
## 1068      0   Male 67.00            1           Yes          Yes       Private
## 1069      0 Female 82.00            0            No          Yes       Private
## 1070      0   Male  5.00            0            No           No      children
## 1071      0 Female 81.00            0            No          Yes Self-employed
## 1072      0 Female 48.00            0            No          Yes       Private
## 1073      0 Female 66.00            0            No          Yes      Govt_job
## 1074      0 Female 38.00            0            No          Yes       Private
## 1075      0   Male  8.00            0            No           No      children
## 1076      0   Male 47.00            1            No          Yes       Private
## 1077      0   Male 27.00            0            No           No       Private
## 1078      0 Female 53.00            1            No          Yes       Private
## 1079      0   Male 27.00            0            No           No       Private
## 1080      0 Female 36.00            0            No          Yes      Govt_job
## 1081      0 Female 50.00            0            No          Yes       Private
## 1082      0 Female 32.00            0            No          Yes       Private
## 1083      0 Female 58.00            0            No          Yes      Govt_job
## 1084      0 Female 73.00            0            No          Yes Self-employed
## 1085      0 Female 62.00            0            No          Yes       Private
## 1086      0 Female 50.00            0            No          Yes Self-employed
## 1087      0 Female 51.00            0            No           No       Private
## 1088      0 Female 19.00            0            No           No       Private
## 1089      0 Female 30.00            0            No           No       Private
## 1090      0 Female 45.00            0            No           No       Private
## 1091      0   Male 30.00            0            No           No       Private
## 1092      0 Female 28.00            0            No          Yes       Private
## 1093      0   Male 70.00            0            No          Yes Self-employed
## 1094      0 Female  0.32            0            No           No      children
## 1095      0 Female 23.00            0            No           No       Private
## 1096      0   Male 18.00            0            No           No       Private
## 1097      0   Male 41.00            0            No          Yes       Private
## 1098      0   Male 52.00            0            No          Yes       Private
## 1099      0 Female 77.00            0            No          Yes       Private
## 1100      0   Male 34.00            0            No          Yes       Private
## 1101      0 Female 67.00            0            No          Yes Self-employed
## 1102      0   Male  1.64            0            No           No      children
## 1103      0 Female 23.00            0            No           No       Private
## 1104      0 Female 59.00            0            No          Yes       Private
## 1105      0   Male 62.00            0            No          Yes      Govt_job
## 1106      0   Male 47.00            0            No          Yes      Govt_job
## 1107      0 Female 71.00            1            No          Yes Self-employed
## 1108      0 Female 22.00            0            No           No       Private
## 1109      0   Male 33.00            0            No          Yes      Govt_job
## 1110      0 Female 27.00            0            No           No       Private
## 1111      0 Female 44.00            0            No          Yes       Private
## 1112      0 Female 18.00            0            No           No       Private
## 1113      0   Male 47.00            0            No          Yes       Private
## 1114      0 Female 66.00            0            No          Yes Self-employed
## 1115      0 Female 42.00            1            No          Yes       Private
## 1116      0   Male 13.00            0            No           No      children
## 1117      0 Female 56.00            1            No          Yes      Govt_job
## 1118      0 Female 69.00            0            No          Yes Self-employed
## 1119      0 Female 65.00            0            No          Yes Self-employed
## 1120      0   Male 53.00            0            No          Yes       Private
## 1121      0 Female 36.00            0            No          Yes       Private
## 1122      0 Female 69.00            0            No          Yes Self-employed
## 1123      0   Male 19.00            0            No           No       Private
## 1124      0   Male  3.00            0            No           No      children
## 1125      0   Male 15.00            0            No           No      children
## 1126      0 Female 59.00            1            No           No       Private
## 1127      0 Female 61.00            0            No          Yes       Private
## 1128      0 Female 28.00            0            No          Yes       Private
## 1129      0   Male 52.00            0            No          Yes      Govt_job
## 1130      0 Female 33.00            0            No          Yes       Private
## 1131      0   Male 80.00            0            No          Yes       Private
## 1132      0 Female 47.00            0            No          Yes       Private
## 1133      0   Male  2.00            0            No           No      children
## 1134      0 Female 48.00            0            No          Yes       Private
## 1135      0   Male  1.56            0            No           No      children
## 1136      0 Female 26.00            0            No          Yes       Private
## 1137      0   Male 62.00            0            No          Yes      Govt_job
## 1138      0   Male  1.72            0            No           No      children
## 1139      0 Female 38.00            0            No          Yes       Private
## 1140      0 Female 28.00            0            No          Yes       Private
## 1141      0 Female 67.00            0            No          Yes       Private
## 1142      0   Male 57.00            0            No          Yes       Private
## 1143      0 Female 40.00            0            No          Yes       Private
## 1144      0   Male 10.00            0            No           No      children
## 1145      0 Female 55.00            0            No           No       Private
## 1146      0 Female  7.00            0            No           No      children
## 1147      0   Male 56.00            0            No          Yes       Private
## 1148      0   Male 37.00            0            No          Yes       Private
## 1149      0   Male 69.00            0            No          Yes       Private
## 1150      0 Female 45.00            0            No          Yes      Govt_job
## 1151      0 Female 28.00            0            No          Yes       Private
## 1152      0 Female 52.00            1            No           No       Private
## 1153      0   Male 46.00            0            No          Yes       Private
## 1154      0   Male 45.00            0            No          Yes      Govt_job
## 1155      0 Female 21.00            0            No           No       Private
## 1156      0   Male  4.00            0            No           No      children
## 1157      0 Female 45.00            0            No          Yes       Private
## 1158      0 Female 71.00            0            No          Yes       Private
## 1159      0 Female 46.00            0            No          Yes       Private
## 1160      0 Female  3.00            0            No           No      children
## 1161      0 Female 79.00            0            No          Yes      Govt_job
## 1162      0 Female 71.00            1            No          Yes       Private
## 1163      0   Male 74.00            0            No          Yes       Private
## 1164      0 Female 52.00            0            No          Yes       Private
## 1165      0 Female 49.00            0            No          Yes       Private
## 1166      0 Female 32.00            0            No          Yes       Private
## 1167      0   Male 62.00            1            No          Yes       Private
## 1168      0 Female 78.00            0            No           No       Private
## 1169      0 Female 48.00            0            No          Yes Self-employed
## 1170      0   Male 18.00            0            No          Yes       Private
## 1171      0 Female 80.00            0            No          Yes       Private
## 1172      0 Female 34.00            0            No           No      Govt_job
## 1173      0 Female 40.00            0            No           No       Private
## 1174      0 Female 59.00            0            No          Yes       Private
## 1175      0 Female 11.00            0            No           No      children
## 1176      0 Female 35.00            0            No          Yes      Govt_job
## 1177      0 Female 29.00            0            No           No      Govt_job
## 1178      0   Male 23.00            0            No           No       Private
## 1179      0 Female 59.00            0            No          Yes       Private
## 1180      0 Female 44.00            0            No          Yes       Private
## 1181      0 Female 62.00            0            No          Yes       Private
## 1182      0 Female 32.00            0            No           No       Private
## 1183      0 Female  2.00            0            No           No      children
## 1184      0   Male 73.00            1            No          Yes Self-employed
## 1185      0 Female 79.00            0            No          Yes       Private
## 1186      0 Female  2.00            0            No           No      children
## 1187      0   Male 43.00            0            No          Yes      Govt_job
## 1188      0   Male 43.00            0            No          Yes      Govt_job
## 1189      0   Male 62.00            1            No          Yes       Private
## 1190      0   Male 73.00            1           Yes          Yes Self-employed
## 1191      0 Female 31.00            0            No           No Self-employed
## 1192      0   Male 42.00            0            No          Yes       Private
## 1193      0 Female 20.00            0            No           No       Private
## 1194      0 Female 55.00            0           Yes           No       Private
## 1195      0 Female  3.00            0            No           No      children
## 1196      0 Female 23.00            0            No           No       Private
## 1197      0 Female 33.00            0            No          Yes       Private
## 1198      0 Female 14.00            0            No           No       Private
## 1199      0 Female 79.00            0           Yes          Yes       Private
## 1200      0   Male 64.00            1            No          Yes       Private
## 1201      0 Female 76.00            0            No          Yes       Private
## 1202      0   Male 46.00            0            No          Yes       Private
## 1203      0   Male 80.00            0            No           No Self-employed
## 1204      0   Male 21.00            0            No           No       Private
## 1205      0 Female 33.00            0            No           No       Private
## 1206      0 Female 32.00            0            No          Yes       Private
## 1207      0 Female  0.72            0            No           No      children
## 1208      0 Female 49.00            0            No          Yes       Private
## 1209      0 Female 41.00            0            No          Yes       Private
## 1210      0   Male 37.00            0            No          Yes       Private
## 1211      0 Female 58.00            0            No          Yes       Private
## 1212      0 Female 79.00            0            No          Yes       Private
## 1213      0 Female 23.00            0            No           No       Private
## 1214      0 Female 78.00            1            No          Yes Self-employed
## 1215      0   Male 51.00            0            No          Yes       Private
## 1216      0 Female 41.00            0            No          Yes       Private
## 1217      0   Male 68.00            0            No          Yes Self-employed
## 1218      0 Female 30.00            0            No           No       Private
## 1219      0   Male  1.88            0            No           No      children
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## 1433      0   Male  1.00            0            No           No      children
## 1434      0   Male 54.00            0            No          Yes       Private
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## 1436      0 Female 54.00            0           Yes          Yes       Private
## 1437      0   Male 67.00            0            No          Yes      Govt_job
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## 1444      0   Male 81.00            0            No          Yes Self-employed
## 1445      0 Female 24.00            0            No           No       Private
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## 1447      0 Female 52.00            0            No          Yes      Govt_job
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## 1457      0   Male 62.00            0            No          Yes Self-employed
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## 1460      0 Female 49.00            0            No          Yes      Govt_job
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## 1469      0   Male 48.00            0            No          Yes Self-employed
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## 1471      0   Male 18.00            0            No           No       Private
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## 1474      0   Male 49.00            1            No          Yes      Govt_job
## 1475      0 Female 80.00            0            No          Yes       Private
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## 1480      0 Female 71.00            0            No          Yes Self-employed
## 1481      0 Female 71.00            0            No          Yes Self-employed
## 1482      0 Female 40.00            0            No          Yes      Govt_job
## 1483      0 Female 41.00            0            No          Yes      Govt_job
## 1484      0   Male  2.00            0            No           No      children
## 1485      0 Female  3.00            0            No           No      children
## 1486      0   Male 53.00            1            No          Yes Self-employed
## 1487      0   Male  1.88            0            No           No      children
## 1488      0   Male 60.00            1           Yes          Yes       Private
## 1489      0 Female  5.00            0            No           No      children
## 1490      0 Female 30.00            0            No          Yes       Private
## 1491      0 Female 49.00            1            No          Yes      Govt_job
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## 1493      0 Female 23.00            0            No           No       Private
## 1494      0   Male  2.00            0            No           No      children
## 1495      0   Male 24.00            0            No           No Self-employed
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## 1497      0 Female 63.00            0            No          Yes      Govt_job
## 1498      0   Male 64.00            0            No          Yes Self-employed
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## 1501      0 Female 38.00            0            No          Yes       Private
## 1502      0 Female 43.00            0            No          Yes       Private
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## 1505      0   Male 42.00            0            No          Yes Self-employed
## 1506      0   Male 46.00            0            No          Yes       Private
## 1507      0   Male 67.00            0           Yes          Yes Self-employed
## 1508      0 Female 34.00            0            No          Yes      Govt_job
## 1509      0   Male 51.00            0            No          Yes       Private
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## 1511      0 Female 30.00            0            No           No Self-employed
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## 1514      0   Male 18.00            0            No           No       Private
## 1515      0 Female 35.00            0            No          Yes      Govt_job
## 1516      0 Female 82.00            0            No          Yes      Govt_job
## 1517      0   Male 53.00            1            No          Yes Self-employed
## 1518      0   Male 75.00            0            No          Yes      Govt_job
## 1519      0 Female 32.00            0            No           No       Private
## 1520      0 Female 27.00            0            No           No       Private
## 1521      0   Male 56.00            0            No          Yes       Private
## 1522      0   Male 71.00            0            No          Yes       Private
## 1523      0   Male 78.00            0            No          Yes       Private
## 1524      0 Female 44.00            0            No           No       Private
## 1525      0   Male 62.00            0            No          Yes       Private
## 1526      0   Male 27.00            0            No           No       Private
## 1527      0 Female 42.00            0           Yes          Yes      Govt_job
## 1528      0 Female 66.00            0           Yes          Yes      Govt_job
## 1529      0 Female 25.00            0            No          Yes      Govt_job
## 1530      0 Female 82.00            0            No          Yes       Private
## 1531      0 Female 49.00            0            No          Yes       Private
## 1532      0 Female 77.00            1            No          Yes Self-employed
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## 1534      0 Female 54.00            0            No          Yes       Private
## 1535      0 Female 38.00            0            No          Yes       Private
## 1536      0 Female 55.00            0            No          Yes       Private
## 1537      0 Female 13.00            0            No           No      children
## 1538      0 Female 45.00            0            No          Yes       Private
## 1539      0 Female 54.00            0            No          Yes Self-employed
## 1540      0   Male 30.00            0            No          Yes       Private
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## 1542      0 Female 47.00            0            No          Yes       Private
## 1543      0   Male 25.00            0            No          Yes       Private
## 1544      0   Male 61.00            1            No          Yes Self-employed
## 1545      0 Female 55.00            0            No          Yes       Private
## 1546      0 Female 23.00            0            No           No       Private
## 1547      0   Male 71.00            1            No          Yes Self-employed
## 1548      0   Male 59.00            0           Yes          Yes Self-employed
## 1549      0   Male  4.00            0            No           No      children
## 1550      0   Male 65.00            0            No          Yes       Private
## 1551      0 Female 50.00            0            No           No Self-employed
## 1552      0   Male 42.00            0            No          Yes       Private
## 1553      0   Male 51.00            0            No          Yes Self-employed
## 1554      0   Male 66.00            0            No          Yes      Govt_job
## 1555      0 Female 22.00            1            No           No       Private
## 1556      0   Male  5.00            0            No           No      children
## 1557      0   Male 19.00            0            No           No Self-employed
## 1558      0 Female 47.00            0            No          Yes Self-employed
## 1559      0   Male 12.00            0            No           No      children
## 1560      0 Female 53.00            0            No          Yes       Private
## 1561      0 Female 26.00            0            No           No       Private
## 1562      0   Male 62.00            1           Yes          Yes       Private
## 1563      0 Female 81.00            1            No          Yes       Private
## 1564      0   Male 63.00            0            No          Yes       Private
## 1565      0 Female 25.00            0            No          Yes       Private
## 1566      0   Male  8.00            0            No           No      children
## 1567      0   Male 76.00            0           Yes          Yes Self-employed
## 1568      0 Female 44.00            0            No           No       Private
## 1569      0 Female 65.00            0            No          Yes       Private
## 1570      0 Female 54.00            0            No          Yes       Private
## 1571      0 Female 24.00            0            No           No      Govt_job
## 1572      0 Female 65.00            0            No          Yes Self-employed
## 1573      0   Male 12.00            0            No           No      children
## 1574      0 Female 33.00            0            No           No       Private
## 1575      0 Female 74.00            0            No          Yes       Private
## 1576      0 Female 18.00            0            No           No       Private
## 1577      0 Female 77.00            0            No          Yes       Private
## 1578      0   Male 48.00            1            No          Yes Self-employed
## 1579      0   Male 52.00            0            No          Yes       Private
## 1580      0   Male 23.00            0            No           No       Private
## 1581      0   Male 25.00            0            No          Yes       Private
## 1582      0 Female 44.00            0            No          Yes       Private
## 1583      0 Female 78.00            0            No           No       Private
## 1584      0 Female 37.00            0            No          Yes      Govt_job
## 1585      0 Female 32.00            0            No          Yes       Private
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## 1587      0 Female 41.00            0            No          Yes      Govt_job
## 1588      0   Male  2.00            0            No           No      children
## 1589      0 Female 75.00            1            No          Yes       Private
## 1590      0 Female 17.00            0            No           No      Govt_job
## 1591      0 Female 13.00            0            No           No      children
## 1592      0 Female 25.00            0            No          Yes       Private
## 1593      0 Female 57.00            0            No          Yes       Private
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## 1595      0   Male 61.00            0            No          Yes       Private
## 1596      0   Male 46.00            0            No          Yes       Private
## 1597      0   Male 47.00            0            No           No       Private
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## 1599      0   Male 47.00            0            No          Yes       Private
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## 1601      0   Male  0.40            0            No           No      children
## 1602      0 Female 40.00            0            No           No       Private
## 1603      0 Female 62.00            0            No          Yes      Govt_job
## 1604      0 Female 45.00            0            No          Yes       Private
## 1605      0 Female 47.00            0            No          Yes       Private
## 1606      0 Female 35.00            0            No          Yes Self-employed
## 1607      0   Male 51.00            0            No           No       Private
## 1608      0   Male 60.00            1            No          Yes       Private
## 1609      0   Male 59.00            0            No          Yes       Private
## 1610      0 Female  1.24            0            No           No      children
## 1611      0 Female 18.00            0            No           No       Private
## 1612      0 Female 81.00            0           Yes          Yes       Private
## 1613      0   Male 15.00            0            No           No Self-employed
## 1614      0 Female 73.00            0            No           No      Govt_job
## 1615      0 Female  0.08            0            No           No      children
## 1616      0   Male 53.00            0            No          Yes      Govt_job
## 1617      0   Male 45.00            0            No          Yes Self-employed
## 1618      0   Male 70.00            1            No          Yes       Private
## 1619      0   Male 56.00            0            No          Yes       Private
## 1620      0 Female  7.00            0            No           No      children
## 1621      0 Female 66.00            0            No          Yes      Govt_job
## 1622      0 Female 53.00            0            No          Yes      Govt_job
## 1623      0 Female 20.00            0            No           No       Private
## 1624      0 Female 15.00            0            No           No       Private
## 1625      0   Male 51.00            0            No          Yes       Private
## 1626      0   Male 34.00            0            No          Yes       Private
## 1627      0 Female 33.00            0            No          Yes       Private
## 1628      0 Female 53.00            1            No          Yes       Private
## 1629      0   Male 69.00            0           Yes          Yes       Private
## 1630      0 Female 28.00            0            No           No       Private
## 1631      0 Female 81.00            0            No          Yes Self-employed
## 1632      0 Female 20.00            0            No           No       Private
## 1633      0 Female  1.48            0            No           No      children
## 1634      0   Male  2.00            0            No           No      children
## 1635      0   Male 77.00            0            No          Yes       Private
## 1636      0 Female 38.00            0            No          Yes      Govt_job
## 1637      0   Male 23.00            0            No          Yes       Private
## 1638      0 Female 67.00            0            No          Yes       Private
## 1639      0   Male 59.00            0            No          Yes      Govt_job
## 1640      0 Female 41.00            0            No          Yes Self-employed
## 1641      0   Male 76.00            0           Yes          Yes       Private
## 1642      0 Female 21.00            0            No           No      Govt_job
## 1643      0   Male 41.00            0            No          Yes       Private
## 1644      0   Male 54.00            0            No          Yes       Private
## 1645      0 Female 29.00            0            No           No       Private
## 1646      0 Female 25.00            0            No           No       Private
## 1647      0 Female 48.00            0           Yes          Yes Self-employed
## 1648      0 Female  6.00            0            No           No      children
## 1649      0   Male 21.00            0            No           No       Private
## 1650      0 Female 32.00            0            No           No       Private
## 1651      0 Female 57.00            1            No          Yes       Private
## 1652      0 Female 64.00            0            No          Yes Self-employed
## 1653      0   Male 70.00            0            No          Yes       Private
## 1654      0   Male 44.00            0            No          Yes       Private
## 1655      0 Female 60.00            0           Yes          Yes       Private
## 1656      0 Female 56.00            0            No          Yes       Private
## 1657      0   Male 53.00            0            No          Yes       Private
## 1658      0   Male 59.00            0            No          Yes       Private
## 1659      0 Female 53.00            1            No          Yes       Private
## 1660      0   Male 63.00            0            No          Yes       Private
## 1661      0 Female 42.00            0            No           No Self-employed
## 1662      0 Female 63.00            0            No          Yes       Private
## 1663      0 Female 52.00            0            No          Yes      Govt_job
## 1664      0 Female 62.00            0            No          Yes       Private
## 1665      0 Female 68.00            0            No          Yes       Private
## 1666      0 Female 36.00            0            No          Yes       Private
## 1667      0 Female  3.00            0            No           No      children
## 1668      0 Female 40.00            0            No          Yes       Private
## 1669      0 Female  8.00            0            No           No      children
## 1670      0   Male 58.00            0            No          Yes       Private
## 1671      0   Male 45.00            0           Yes          Yes       Private
## 1672      0 Female 65.00            0            No          Yes       Private
## 1673      0 Female 28.00            0            No           No       Private
## 1674      0 Female 40.00            0            No          Yes       Private
## 1675      0 Female 65.00            0            No          Yes       Private
## 1676      0   Male 58.00            1            No          Yes       Private
## 1677      0   Male 44.00            0            No          Yes       Private
## 1678      0 Female 54.00            0            No          Yes       Private
## 1679      0 Female 79.00            0            No          Yes Self-employed
## 1680      0 Female 62.00            1            No           No       Private
## 1681      0   Male 37.00            0            No          Yes       Private
## 1682      0   Male 66.00            0            No          Yes       Private
## 1683      0   Male 63.00            0            No          Yes Self-employed
## 1684      0 Female 27.00            0            No           No       Private
## 1685      0   Male  6.00            0            No           No      children
## 1686      0 Female 30.00            0            No          Yes       Private
## 1687      0 Female 15.00            0            No           No      children
## 1688      0 Female 50.00            0            No          Yes Self-employed
## 1689      0 Female 32.00            0            No          Yes       Private
## 1690      0 Female 33.00            0            No          Yes Self-employed
## 1691      0   Male 62.00            0            No          Yes       Private
## 1692      0   Male 82.00            0            No          Yes       Private
## 1693      0 Female 71.00            0            No          Yes       Private
## 1694      0 Female 20.00            0            No           No       Private
## 1695      0 Female 44.00            0            No          Yes      Govt_job
## 1696      0   Male 57.00            0            No          Yes       Private
## 1697      0 Female 50.00            0            No          Yes      Govt_job
## 1698      0   Male 50.00            0            No          Yes       Private
## 1699      0 Female 44.00            0            No           No      Govt_job
## 1700      0 Female 47.00            0            No          Yes      Govt_job
## 1701      0   Male 35.00            0            No          Yes       Private
## 1702      0   Male  8.00            0            No           No      children
## 1703      0   Male  3.00            0            No           No      children
## 1704      0 Female 29.00            0            No          Yes       Private
## 1705      0   Male 36.00            0            No           No       Private
## 1706      0 Female 19.00            0            No           No       Private
## 1707      0 Female 41.00            0            No          Yes      Govt_job
## 1708      0 Female 23.00            0            No           No       Private
## 1709      0   Male 14.00            0            No           No      children
## 1710      0   Male 35.00            0            No          Yes       Private
## 1711      0   Male 45.00            0            No          Yes       Private
## 1712      0 Female 52.00            1            No          Yes       Private
## 1713      0   Male 19.00            0            No           No       Private
## 1714      0 Female 21.00            0            No           No       Private
## 1715      0   Male  8.00            0            No           No      children
## 1716      0 Female 35.00            0            No          Yes       Private
## 1717      0 Female 33.00            0            No          Yes       Private
## 1718      0 Female 53.00            0            No          Yes       Private
## 1719      0   Male 59.00            0           Yes          Yes      Govt_job
## 1720      0   Male 34.00            0            No          Yes       Private
## 1721      0 Female 31.00            0            No           No Self-employed
## 1722      0 Female 43.00            0            No           No Self-employed
## 1723      0 Female 61.00            0            No          Yes Self-employed
## 1724      0 Female 57.00            0            No          Yes      Govt_job
## 1725      0   Male 11.00            0            No           No      children
## 1726      0   Male 36.00            0            No          Yes       Private
## 1727      0 Female 16.00            0            No           No       Private
## 1728      0 Female 60.00            0            No          Yes      Govt_job
## 1729      0   Male 13.00            0            No           No      children
## 1730      0 Female 69.00            0            No          Yes Self-employed
## 1731      0   Male 69.00            1            No          Yes       Private
## 1732      0 Female 22.00            0            No           No       Private
## 1733      0   Male 63.00            0            No          Yes      Govt_job
## 1734      0 Female 45.00            0            No          Yes       Private
## 1735      0   Male 58.00            0            No           No       Private
## 1736      0   Male 61.00            0            No          Yes Self-employed
## 1737      0 Female 30.00            0            No          Yes       Private
## 1738      0 Female 78.00            1           Yes          Yes       Private
## 1739      0 Female 68.00            0            No          Yes       Private
## 1740      0 Female 16.00            0            No           No Self-employed
## 1741      0 Female 38.00            1            No          Yes       Private
## 1742      0 Female 39.00            0            No          Yes       Private
## 1743      0 Female 51.00            0            No          Yes       Private
## 1744      0   Male 37.00            0            No          Yes       Private
## 1745      0   Male 16.00            0            No           No       Private
## 1746      0   Male 39.00            0            No          Yes       Private
## 1747      0   Male 24.00            1            No          Yes       Private
## 1748      0   Male 51.00            0            No          Yes      Govt_job
## 1749      0 Female 50.00            1            No          Yes      Govt_job
## 1750      0 Female 27.00            0            No          Yes       Private
## 1751      0 Female 73.00            0            No          Yes Self-employed
## 1752      0 Female 65.00            0            No          Yes       Private
## 1753      0 Female 76.00            1           Yes          Yes       Private
## 1754      0   Male 66.00            0            No          Yes Self-employed
## 1755      0 Female 53.00            0            No          Yes      Govt_job
## 1756      0 Female 65.00            0            No          Yes Self-employed
## 1757      0 Female 48.00            0            No          Yes Self-employed
## 1758      0   Male 31.00            0            No          Yes       Private
## 1759      0   Male  1.72            0            No           No      children
## 1760      0 Female 45.00            0            No          Yes       Private
## 1761      0   Male 56.00            0            No          Yes Self-employed
## 1762      0   Male 62.00            0            No          Yes Self-employed
## 1763      0 Female 35.00            0            No           No       Private
## 1764      0   Male 16.00            0            No           No       Private
## 1765      0 Female 31.00            0            No          Yes      Govt_job
## 1766      0   Male  5.00            0            No           No      children
## 1767      0   Male 26.00            0            No          Yes       Private
## 1768      0   Male 10.00            0            No           No      children
## 1769      0 Female 22.00            0            No           No       Private
## 1770      0 Female 82.00            0           Yes          Yes Self-employed
## 1771      0 Female 50.00            0            No          Yes       Private
## 1772      0 Female 47.00            0            No          Yes       Private
## 1773      0   Male 31.00            0            No          Yes       Private
## 1774      0   Male 22.00            0            No           No       Private
## 1775      0 Female 12.00            0            No           No      children
## 1776      0 Female 63.00            1            No          Yes       Private
## 1777      0 Female 78.00            1            No          Yes       Private
## 1778      0   Male  4.00            0            No           No      children
## 1779      0   Male 76.00            1            No          Yes       Private
## 1780      0   Male 32.00            0            No           No       Private
## 1781      0 Female 81.00            1            No          Yes Self-employed
## 1782      0 Female 39.00            0            No          Yes       Private
## 1783      0 Female 59.00            0            No          Yes       Private
## 1784      0   Male  2.00            0            No           No      children
## 1785      0 Female 37.00            0            No          Yes       Private
## 1786      0 Female 78.00            0           Yes          Yes       Private
## 1787      0 Female 75.00            0            No          Yes Self-employed
## 1788      0   Male 34.00            0            No           No       Private
## 1789      0 Female 48.00            0            No          Yes      Govt_job
## 1790      0 Female 13.00            0            No           No  Never_worked
## 1791      0   Male 54.00            1            No          Yes       Private
## 1792      0   Male 13.00            0            No           No      children
## 1793      0 Female 24.00            0            No           No       Private
## 1794      0 Female 76.00            0            No          Yes       Private
## 1795      0   Male  1.00            0            No           No      children
## 1796      0   Male 57.00            0            No          Yes       Private
## 1797      0   Male 46.00            0            No          Yes       Private
## 1798      0 Female 26.00            0            No           No       Private
## 1799      0 Female 56.00            0            No          Yes Self-employed
## 1800      0   Male 34.00            0            No          Yes       Private
## 1801      0   Male 25.00            0            No           No       Private
## 1802      0   Male 60.00            0            No           No       Private
## 1803      0   Male 22.00            0            No           No       Private
## 1804      0   Male 35.00            0            No          Yes       Private
## 1805      0   Male 48.00            1            No           No       Private
## 1806      0 Female 38.00            0            No          Yes       Private
## 1807      0 Female 12.00            0            No           No      children
## 1808      0 Female 22.00            0            No           No       Private
## 1809      0 Female  0.64            0            No           No      children
## 1810      0   Male 13.00            0            No           No       Private
## 1811      0 Female 78.00            0           Yes          Yes Self-employed
## 1812      0 Female 23.00            0            No           No       Private
## 1813      0 Female 35.00            0            No           No       Private
## 1814      0 Female 78.00            1            No          Yes       Private
## 1815      0   Male 50.00            0            No          Yes      Govt_job
## 1816      0   Male 61.00            0            No          Yes       Private
## 1817      0   Male 60.00            0            No          Yes Self-employed
## 1818      0   Male 43.00            0            No          Yes       Private
## 1819      0   Male 60.00            1            No          Yes       Private
## 1820      0 Female 51.00            0            No          Yes       Private
## 1821      0 Female 21.00            0            No           No       Private
## 1822      0   Male 16.00            0            No           No       Private
## 1823      0 Female 25.00            0            No           No       Private
## 1824      0 Female 36.00            0            No          Yes       Private
## 1825      0 Female  8.00            0            No           No      children
## 1826      0 Female 48.00            0            No          Yes       Private
## 1827      0   Male 14.00            0            No           No       Private
## 1828      0 Female 60.00            0            No          Yes       Private
## 1829      0   Male 61.00            1            No          Yes       Private
## 1830      0 Female 60.00            0            No          Yes       Private
## 1831      0   Male 56.00            0            No           No       Private
## 1832      0 Female  9.00            0            No           No      children
## 1833      0 Female 45.00            0            No          Yes       Private
## 1834      0   Male 14.00            0            No           No      children
## 1835      0   Male 37.00            0            No           No       Private
## 1836      0 Female 52.00            0           Yes          Yes       Private
## 1837      0 Female 30.00            0            No           No      Govt_job
## 1838      0 Female 60.00            0            No          Yes Self-employed
## 1839      0 Female 47.00            0            No          Yes Self-employed
## 1840      0 Female 82.00            1            No          Yes Self-employed
## 1841      0   Male 64.00            0            No          Yes      Govt_job
## 1842      0   Male 12.00            0            No           No      children
## 1843      0 Female 79.00            1            No          Yes       Private
## 1844      0   Male 77.00            0            No          Yes       Private
## 1845      0 Female 25.00            0            No           No       Private
## 1846      0 Female 26.00            0            No           No       Private
## 1847      0   Male 14.00            0            No           No      children
## 1848      0 Female 42.00            0            No          Yes Self-employed
## 1849      0   Male 37.00            0            No          Yes       Private
## 1850      0   Male  8.00            0            No           No      children
## 1851      0 Female 78.00            0            No          Yes Self-employed
## 1852      0   Male 18.00            0            No           No       Private
## 1853      0   Male 78.00            0            No          Yes       Private
## 1854      0 Female 55.00            0            No          Yes      Govt_job
## 1855      0 Female 68.00            0            No          Yes Self-employed
## 1856      0 Female 47.00            0            No          Yes       Private
## 1857      0 Female 47.00            0            No          Yes      Govt_job
## 1858      0 Female 51.00            0            No          Yes       Private
## 1859      0   Male 43.00            0            No          Yes Self-employed
## 1860      0 Female 78.00            0            No          Yes      Govt_job
## 1861      0   Male 63.00            0            No          Yes       Private
## 1862      0 Female 45.00            0            No          Yes       Private
## 1863      0 Female 53.00            1           Yes          Yes       Private
## 1864      0 Female 12.00            0            No           No      children
## 1865      0 Female 56.00            0            No          Yes       Private
## 1866      0 Female 29.00            0            No          Yes       Private
## 1867      0   Male 10.00            0            No           No      children
## 1868      0 Female 55.00            0            No          Yes       Private
## 1869      0 Female 49.00            0            No          Yes      Govt_job
## 1870      0 Female 23.00            0            No           No       Private
## 1871      0 Female 53.00            0            No          Yes Self-employed
## 1872      0   Male 56.00            1            No          Yes      Govt_job
## 1873      0 Female 56.00            0            No          Yes Self-employed
## 1874      0 Female 61.00            0            No          Yes       Private
## 1875      0 Female 45.00            0            No          Yes       Private
## 1876      0   Male 80.00            1           Yes          Yes       Private
## 1877      0 Female 47.00            0            No          Yes Self-employed
## 1878      0 Female  3.00            0            No           No      children
## 1879      0   Male 63.00            0            No          Yes Self-employed
## 1880      0 Female 68.00            1            No          Yes       Private
## 1881      0 Female 76.00            0            No          Yes      Govt_job
## 1882      0   Male 62.00            0            No          Yes Self-employed
## 1883      0 Female 30.00            0            No          Yes       Private
## 1884      0 Female 44.00            0            No          Yes       Private
## 1885      0   Male 47.00            0            No          Yes Self-employed
## 1886      0   Male 25.00            0            No           No       Private
## 1887      0 Female 31.00            0            No           No       Private
## 1888      0   Male 71.00            0            No          Yes Self-employed
## 1889      0 Female 32.00            0            No           No       Private
## 1890      0   Male 72.00            0            No          Yes       Private
## 1891      0 Female 44.00            0            No          Yes      Govt_job
## 1892      0   Male 63.00            0            No          Yes      Govt_job
## 1893      0 Female 37.00            0            No          Yes       Private
## 1894      0   Male 54.00            0           Yes          Yes      Govt_job
## 1895      0   Male 20.00            0            No           No       Private
## 1896      0   Male 56.00            0            No          Yes       Private
## 1897      0 Female 25.00            0            No           No      Govt_job
## 1898      0 Female 19.00            0            No           No       Private
## 1899      0   Male 62.00            0            No          Yes      Govt_job
## 1900      0 Female 27.00            0            No           No       Private
## 1901      0   Male  5.00            0            No           No      children
## 1902      0 Female 20.00            0            No           No       Private
## 1903      0   Male 21.00            0            No           No       Private
## 1904      0   Male 44.00            0            No          Yes       Private
## 1905      0   Male 39.00            1            No           No       Private
## 1906      0   Male 38.00            0            No          Yes      Govt_job
## 1907      0   Male 77.00            0            No          Yes       Private
## 1908      0 Female 26.00            0            No           No       Private
## 1909      0   Male 51.00            0            No          Yes       Private
## 1910      0   Male 39.00            0            No          Yes       Private
## 1911      0 Female  5.00            0            No           No      children
## 1912      0 Female 59.00            0            No          Yes Self-employed
## 1913      0   Male 67.00            0            No          Yes       Private
## 1914      0 Female 45.00            0            No          Yes       Private
## 1915      0   Male 43.00            0            No          Yes       Private
## 1916      0 Female 80.00            0            No          Yes       Private
## 1917      0   Male 42.00            1            No          Yes      Govt_job
## 1918      0 Female  8.00            0            No           No      children
## 1919      0 Female 68.00            0            No           No      Govt_job
## 1920      0 Female  5.00            0            No           No      children
## 1921      0   Male 57.00            0           Yes          Yes Self-employed
## 1922      0   Male 44.00            0            No          Yes       Private
## 1923      0   Male 16.00            0            No           No  Never_worked
## 1924      0 Female 60.00            0            No          Yes Self-employed
## 1925      0 Female 58.00            0            No          Yes       Private
## 1926      0 Female 43.00            0            No          Yes       Private
## 1927      0 Female 50.00            0            No          Yes       Private
## 1928      0 Female  1.48            0            No           No      children
## 1929      0 Female  5.00            0            No           No      children
## 1930      0   Male  9.00            0            No           No      children
## 1931      0 Female 67.00            0            No          Yes       Private
## 1932      0 Female 21.00            0            No          Yes       Private
## 1933      0 Female 36.00            0            No          Yes       Private
## 1934      0 Female 70.00            0            No          Yes       Private
## 1935      0   Male 57.00            0            No          Yes       Private
## 1936      0 Female 52.00            0            No          Yes       Private
## 1937      0 Female 28.00            0            No           No       Private
## 1938      0 Female 41.00            0            No          Yes       Private
## 1939      0   Male 81.00            0            No          Yes Self-employed
## 1940      0 Female 33.00            0            No          Yes      Govt_job
## 1941      0 Female 31.00            0            No           No Self-employed
## 1942      0 Female 42.00            0            No           No       Private
## 1943      0   Male 10.00            0            No           No      children
## 1944      0   Male 34.00            0            No           No       Private
## 1945      0 Female 70.00            0            No          Yes Self-employed
## 1946      0   Male 33.00            0            No          Yes       Private
## 1947      0 Female 58.00            0            No          Yes       Private
## 1948      0 Female 25.00            0            No           No       Private
## 1949      0 Female  1.40            0            No           No      children
## 1950      0 Female 47.00            0            No          Yes       Private
## 1951      0 Female 14.00            0            No           No      children
## 1952      0 Female 82.00            0            No          Yes       Private
## 1953      0   Male 52.00            0            No          Yes      Govt_job
## 1954      0   Male 72.00            0           Yes          Yes Self-employed
## 1955      0   Male 52.00            0           Yes          Yes Self-employed
## 1956      0 Female 61.00            1            No          Yes      Govt_job
## 1957      0 Female 15.00            0            No           No       Private
## 1958      0 Female  1.56            0            No           No      children
## 1959      0   Male  6.00            0            No           No      children
## 1960      0   Male  3.00            0            No           No      children
## 1961      0   Male 18.00            0            No           No       Private
## 1962      0 Female 53.00            0            No          Yes Self-employed
## 1963      0   Male 58.00            0            No          Yes       Private
## 1964      0 Female 31.00            0            No           No       Private
## 1965      0 Female 29.00            0            No          Yes Self-employed
## 1966      0 Female  5.00            0            No           No      children
## 1967      0   Male 40.00            0            No          Yes       Private
## 1968      0   Male 75.00            0            No          Yes       Private
## 1969      0   Male 52.00            0            No          Yes       Private
## 1970      0   Male 39.00            0            No          Yes       Private
## 1971      0 Female 40.00            0            No           No       Private
## 1972      0 Female 78.00            1            No          Yes Self-employed
## 1973      0 Female 39.00            0            No          Yes       Private
## 1974      0 Female 17.00            0            No           No       Private
## 1975      0   Male 45.00            1            No          Yes       Private
## 1976      0   Male  0.56            0            No           No      children
## 1977      0 Female 13.00            0            No           No       Private
## 1978      0   Male 26.00            0            No          Yes       Private
## 1979      0 Female 42.00            0            No          Yes Self-employed
## 1980      0   Male 44.00            0            No           No       Private
## 1981      0 Female  3.00            0            No           No      children
## 1982      0 Female 42.00            0            No          Yes       Private
## 1983      0   Male 25.00            0            No           No      Govt_job
## 1984      0 Female 41.00            0            No          Yes Self-employed
## 1985      0   Male 51.00            0           Yes          Yes       Private
## 1986      0 Female 20.00            0            No           No       Private
## 1987      0 Female 25.00            0            No          Yes       Private
## 1988      0   Male 18.00            0            No           No       Private
## 1989      0 Female 37.00            0            No          Yes       Private
## 1990      0 Female 51.00            0            No          Yes       Private
## 1991      0   Male  2.00            0            No           No      children
## 1992      0 Female 38.00            0            No          Yes       Private
## 1993      0   Male 64.00            0           Yes          Yes       Private
## 1994      0 Female 60.00            1            No          Yes       Private
## 1995      0   Male 22.00            0            No           No      Govt_job
## 1996      0   Male 71.00            1            No          Yes       Private
## 1997      0 Female 32.00            0            No          Yes       Private
## 1998      0 Female 32.00            0            No          Yes Self-employed
## 1999      0 Female 63.00            0            No          Yes       Private
## 2000      0   Male  0.24            0            No           No      children
## 2001      0   Male 54.00            0            No          Yes       Private
## 2002      0 Female 25.00            0            No          Yes       Private
## 2003      0 Female 80.00            0            No          Yes Self-employed
## 2004      0 Female 31.00            0            No          Yes      Govt_job
## 2005      0   Male 53.00            0            No          Yes       Private
## 2006      0   Male 35.00            0            No          Yes       Private
## 2007      0   Male 31.00            0            No           No       Private
## 2008      0   Male 60.00            0            No          Yes       Private
## 2009      0   Male  0.56            0            No           No      children
## 2010      0 Female 21.00            0            No           No       Private
## 2011      0 Female 78.00            0            No          Yes       Private
## 2012      0   Male 59.00            0            No          Yes      Govt_job
## 2013      0   Male  0.64            0            No           No      children
## 2014      0   Male 10.00            0            No           No      children
## 2015      0   Male 60.00            0            No          Yes       Private
## 2016      0   Male 11.00            0            No           No      children
## 2017      0   Male 48.00            1            No          Yes Self-employed
## 2018      0 Female 50.00            0            No          Yes       Private
## 2019      0   Male 69.00            1            No          Yes       Private
## 2020      0 Female 20.00            0            No           No       Private
## 2021      0 Female 22.00            0            No           No       Private
## 2022      0   Male 55.00            0            No          Yes       Private
## 2023      0 Female 57.00            0            No           No       Private
## 2024      0 Female 29.00            0            No           No       Private
## 2025      0 Female 32.00            0            No           No      Govt_job
## 2026      0 Female 54.00            0            No          Yes       Private
## 2027      0   Male 37.00            0            No          Yes Self-employed
## 2028      0 Female 58.00            0            No          Yes       Private
## 2029      0 Female 41.00            0            No          Yes       Private
## 2030      0   Male 72.00            0            No          Yes       Private
## 2031      0   Male  0.48            0            No           No      children
## 2032      0 Female 32.00            0            No           No       Private
## 2033      0 Female 54.00            0            No          Yes       Private
## 2034      0 Female 79.00            0            No          Yes       Private
## 2035      0   Male 56.00            0            No           No Self-employed
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## 2048      0 Female 63.00            0            No          Yes Self-employed
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## 2050      0 Female 50.00            0            No          Yes      Govt_job
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## 2053      0 Female 35.00            0            No          Yes Self-employed
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## 2055      0 Female 42.00            0            No          Yes       Private
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## 2062      0 Female 81.00            0            No          Yes Self-employed
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## 2064      0   Male 50.00            0            No          Yes      Govt_job
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## 2068      0 Female 40.00            0            No          Yes Self-employed
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## 2073      0 Female 63.00            0            No          Yes      Govt_job
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## 2088      0 Female 42.00            0            No          Yes Self-employed
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## 2095      0 Female 52.00            0            No          Yes      Govt_job
## 2096      0 Female 68.00            0            No          Yes       Private
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## 2098      0 Female 23.00            0            No           No       Private
## 2099      0 Female 43.00            0            No          Yes Self-employed
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## 2101      0 Female 52.00            0            No          Yes       Private
## 2102      0 Female 21.00            0            No           No       Private
## 2103      0   Male 78.00            1           Yes          Yes Self-employed
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## 2106      0   Male 50.00            1            No           No       Private
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## 2118      0   Male 21.00            0            No           No Self-employed
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## 2123      0   Male 79.00            0           Yes          Yes Self-employed
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## 2132      0 Female 39.00            0            No           No Self-employed
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## 2135      0   Male 55.00            0            No           No Self-employed
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## 2143      0 Female 23.00            0            No          Yes       Private
## 2144      0   Male 43.00            0            No          Yes Self-employed
## 2145      0 Female 43.00            0            No          Yes       Private
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## 2154      0 Female 54.00            0            No          Yes      Govt_job
## 2155      0   Male  7.00            0            No           No      children
## 2156      0 Female 53.00            0            No          Yes Self-employed
## 2157      0 Female 55.00            0            No          Yes Self-employed
## 2158      0   Male  6.00            0            No           No      children
## 2159      0 Female 72.00            0            No          Yes Self-employed
## 2160      0 Female 42.00            0            No          Yes      Govt_job
## 2161      0   Male 50.00            0            No          Yes       Private
## 2162      0 Female 55.00            1            No          Yes      Govt_job
## 2163      0 Female 47.00            0            No          Yes      Govt_job
## 2164      0   Male  3.00            0            No           No      children
## 2165      0 Female 49.00            0            No          Yes Self-employed
## 2166      0 Female 12.00            0            No           No      children
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## 2168      0   Male 40.00            0            No          Yes       Private
## 2169      0   Male 55.00            0            No          Yes       Private
## 2170      0   Male  9.00            0            No           No      children
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## 2175      0   Male 58.00            0            No          Yes Self-employed
## 2176      0 Female  2.00            0            No           No      children
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## 2178      0   Male  5.00            0            No           No      children
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## 2181      0 Female 57.00            0            No          Yes       Private
## 2182      0 Female 17.00            0            No           No       Private
## 2183      0 Female 71.00            0            No          Yes Self-employed
## 2184      0 Female 19.00            0            No           No       Private
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## 2187      0   Male 13.00            0            No           No      children
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## 2190      0 Female 62.00            1            No          Yes      Govt_job
## 2191      0   Male 79.00            1            No          Yes Self-employed
## 2192      0 Female  9.00            0            No           No      children
## 2193      0 Female 77.00            1            No          Yes Self-employed
## 2194      0 Female 26.00            0            No           No       Private
## 2195      0   Male  1.72            0            No           No      children
## 2196      0   Male 16.00            0            No           No       Private
## 2197      0 Female 40.00            0            No          Yes       Private
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## 2199      0   Male 45.00            1            No          Yes Self-employed
## 2200      0 Female 59.00            0            No           No       Private
## 2201      0 Female 31.00            0            No          Yes Self-employed
## 2202      0 Female 69.00            0           Yes          Yes       Private
## 2203      0   Male 73.00            0           Yes          Yes      Govt_job
## 2204      0 Female 56.00            0            No          Yes Self-employed
## 2205      0 Female 80.00            0           Yes          Yes Self-employed
## 2206      0 Female 60.00            0            No          Yes      Govt_job
## 2207      0 Female 40.00            0            No          Yes      Govt_job
## 2208      0 Female 30.00            0            No          Yes      Govt_job
## 2209      0 Female 66.00            0            No          Yes      Govt_job
## 2210      0   Male 78.00            1            No          Yes Self-employed
## 2211      0 Female 37.00            0            No          Yes       Private
## 2212      0 Female 41.00            0            No          Yes Self-employed
## 2213      0 Female 34.00            0            No          Yes       Private
## 2214      0 Female 18.00            0            No           No       Private
## 2215      0   Male 69.00            0            No          Yes Self-employed
## 2216      0   Male 67.00            0           Yes          Yes       Private
## 2217      0   Male 28.00            0            No           No       Private
## 2218      0 Female  3.00            0            No           No      children
## 2219      0 Female 57.00            0            No          Yes      Govt_job
## 2220      0   Male 34.00            0            No          Yes       Private
## 2221      0   Male 50.00            0            No          Yes       Private
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## 2223      0   Male  2.00            0            No           No      children
## 2224      0 Female 27.00            0            No           No       Private
## 2225      0   Male 57.00            0            No          Yes       Private
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## 2227      0 Female 52.00            0            No          Yes      Govt_job
## 2228      0 Female 65.00            0            No          Yes       Private
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## 2230      0   Male 54.00            1            No          Yes Self-employed
## 2231      0   Male  8.00            0            No           No      children
## 2232      0   Male 45.00            1            No          Yes       Private
## 2233      0 Female 48.00            0            No          Yes      Govt_job
## 2234      0 Female 77.00            0            No          Yes Self-employed
## 2235      0 Female 34.00            0            No          Yes       Private
## 2236      0 Female 33.00            0            No          Yes       Private
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## 2238      0   Male 39.00            0            No          Yes Self-employed
## 2239      0   Male 40.00            0            No          Yes       Private
## 2240      0 Female 46.00            0            No          Yes       Private
## 2241      0 Female  1.00            0            No           No      children
## 2242      0 Female  5.00            0            No           No      children
## 2243      0   Male 14.00            0            No           No      children
## 2244      0 Female 49.00            0            No          Yes Self-employed
## 2245      0 Female 45.00            0            No          Yes       Private
## 2246      0 Female 13.00            0            No           No      children
## 2247      0 Female 76.00            0            No          Yes       Private
## 2248      0   Male 14.00            0            No           No      children
## 2249      0 Female 20.00            0            No           No       Private
## 2250      0 Female  9.00            0            No           No      children
## 2251      0 Female 78.00            0           Yes          Yes       Private
## 2252      0   Male 49.00            0            No          Yes       Private
## 2253      0 Female 55.00            0            No          Yes       Private
## 2254      0 Female 43.00            0            No           No      Govt_job
## 2255      0 Female 16.00            0            No           No       Private
## 2256      0   Male 58.00            0           Yes          Yes Self-employed
## 2257      0   Male 67.00            0            No          Yes      Govt_job
## 2258      0 Female 71.00            0            No          Yes       Private
## 2259      0   Male  8.00            0            No           No      children
## 2260      0 Female 18.00            0            No           No       Private
## 2261      0 Female 47.00            0            No          Yes       Private
## 2262      0   Male 59.00            0            No          Yes       Private
## 2263      0   Male 28.00            0            No           No      Govt_job
## 2264      0 Female 20.00            0            No           No       Private
## 2265      0   Male 67.00            0            No          Yes       Private
## 2266      0   Male 71.00            0            No          Yes Self-employed
## 2267      0 Female 56.00            0            No          Yes Self-employed
## 2268      0 Female 44.00            0            No           No       Private
## 2269      0 Female  6.00            0            No           No      children
## 2270      0 Female 78.00            0            No          Yes       Private
## 2271      0 Female 32.00            0            No          Yes       Private
## 2272      0 Female 40.00            0            No          Yes       Private
## 2273      0 Female 63.00            0            No          Yes Self-employed
## 2274      0   Male 51.00            0            No          Yes       Private
## 2275      0   Male 22.00            0            No          Yes      Govt_job
## 2276      0 Female 82.00            0            No          Yes Self-employed
## 2277      0 Female 17.00            0            No           No       Private
## 2278      0 Female 34.00            0            No          Yes       Private
## 2279      0   Male 42.00            0            No          Yes       Private
## 2280      0 Female 32.00            0            No          Yes       Private
## 2281      0   Male 73.00            0            No          Yes Self-employed
## 2282      0 Female 47.00            0            No          Yes       Private
## 2283      0 Female 34.00            0            No          Yes       Private
## 2284      0   Male 64.00            0           Yes          Yes       Private
## 2285      0   Male 52.00            1            No          Yes Self-employed
## 2286      0   Male 49.00            0            No          Yes       Private
## 2287      0   Male 55.00            0            No          Yes       Private
## 2288      0 Female 64.00            1            No          Yes       Private
## 2289      0   Male 23.00            0            No           No       Private
## 2290      0   Male 18.00            0            No           No       Private
## 2291      0 Female 65.00            0            No          Yes       Private
## 2292      0   Male 12.00            0            No           No      children
## 2293      0 Female 61.00            0            No          Yes Self-employed
## 2294      0   Male 66.00            0            No          Yes       Private
## 2295      0   Male 59.00            0            No          Yes      Govt_job
## 2296      0   Male 47.00            1            No          Yes       Private
## 2297      0 Female 47.00            0            No          Yes      Govt_job
## 2298      0 Female 71.00            1            No          Yes       Private
## 2299      0   Male 62.00            0            No          Yes       Private
## 2300      0 Female 28.00            0            No          Yes       Private
## 2301      0 Female  7.00            0            No           No      children
## 2302      0 Female 68.00            0            No          Yes       Private
## 2303      0   Male 37.00            0            No          Yes Self-employed
## 2304      0 Female 75.00            0            No          Yes      Govt_job
## 2305      0   Male  5.00            0            No           No      children
## 2306      0   Male  1.08            0            No           No      children
## 2307      0 Female 34.00            0            No           No       Private
## 2308      0   Male 49.00            0            No          Yes Self-employed
## 2309      0 Female  8.00            0            No           No      children
## 2310      0 Female 50.00            0            No          Yes      Govt_job
## 2311      0   Male  2.00            0            No           No      children
## 2312      0 Female  1.16            0            No           No      children
## 2313      0 Female 76.00            0            No          Yes Self-employed
## 2314      0   Male 18.00            0            No           No       Private
## 2315      0   Male 82.00            0            No          Yes       Private
## 2316      0 Female 67.00            0            No          Yes Self-employed
## 2317      0 Female 27.00            0            No          Yes       Private
## 2318      0   Male 57.00            0            No          Yes      Govt_job
## 2319      0 Female 51.00            1            No          Yes       Private
## 2320      0   Male 68.00            1            No          Yes       Private
## 2321      0 Female 56.00            0            No          Yes       Private
## 2322      0   Male 77.00            0           Yes          Yes      Govt_job
## 2323      0 Female 52.00            1            No          Yes Self-employed
## 2324      0 Female 18.00            0            No           No       Private
## 2325      0 Female 63.00            0            No          Yes Self-employed
## 2326      0 Female 31.00            0            No          Yes       Private
## 2327      0 Female 37.00            0            No           No       Private
## 2328      0 Female 64.00            0            No          Yes       Private
## 2329      0   Male 47.00            0            No          Yes Self-employed
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## 2331      0   Male 42.00            0            No          Yes       Private
## 2332      0   Male 37.00            0            No          Yes       Private
## 2333      0 Female 69.00            0           Yes           No       Private
## 2334      0 Female 13.00            0            No           No      children
## 2335      0   Male 73.00            0            No           No      Govt_job
## 2336      0   Male 48.00            0            No          Yes       Private
## 2337      0 Female 78.00            1            No          Yes Self-employed
## 2338      0 Female 21.00            0            No           No       Private
## 2339      0   Male 54.00            0            No          Yes       Private
## 2340      0   Male 43.00            0            No          Yes      Govt_job
## 2341      0   Male 19.00            0            No           No       Private
## 2342      0 Female 82.00            0            No          Yes       Private
## 2343      0 Female 80.00            0            No          Yes Self-employed
## 2344      0 Female 69.00            1            No          Yes      Govt_job
## 2345      0 Female 21.00            0            No           No Self-employed
## 2346      0 Female 46.00            0            No          Yes       Private
## 2347      0 Female 14.00            0            No           No  Never_worked
## 2348      0   Male  6.00            0            No           No      children
## 2349      0 Female  3.00            0            No           No      children
## 2350      0   Male 47.00            0            No           No       Private
## 2351      0   Male 34.00            0            No          Yes       Private
## 2352      0 Female 41.00            0            No          Yes       Private
## 2353      0 Female 67.00            0            No          Yes       Private
## 2354      0 Female  5.00            0            No           No      children
## 2355      0   Male 20.00            0            No           No       Private
## 2356      0 Female 63.00            0            No          Yes       Private
## 2357      0 Female 73.00            0            No          Yes Self-employed
## 2358      0   Male 62.00            0            No          Yes       Private
## 2359      0   Male  0.88            0            No           No      children
## 2360      0   Male 50.00            1            No          Yes      Govt_job
## 2361      0   Male 71.00            0           Yes          Yes Self-employed
## 2362      0 Female 30.00            0            No          Yes       Private
## 2363      0 Female 80.00            0           Yes          Yes Self-employed
## 2364      0 Female 64.00            0            No          Yes Self-employed
## 2365      0   Male  7.00            0            No           No      children
## 2366      0 Female 36.00            0            No           No       Private
## 2367      0   Male 79.00            0            No          Yes Self-employed
## 2368      0 Female 35.00            0            No          Yes       Private
## 2369      0 Female 28.00            0            No           No       Private
## 2370      0   Male 72.00            0            No          Yes Self-employed
## 2371      0 Female 12.00            0            No           No      children
## 2372      0   Male 25.00            0            No           No       Private
## 2373      0 Female 27.00            0            No          Yes       Private
## 2374      0 Female 62.00            1            No          Yes Self-employed
## 2375      0   Male 58.00            0            No           No Self-employed
## 2376      0 Female 30.00            0            No          Yes       Private
## 2377      0   Male 56.00            0            No          Yes       Private
## 2378      0 Female 28.00            0            No          Yes       Private
## 2379      0   Male 47.00            0            No          Yes       Private
## 2380      0 Female 16.00            0            No           No       Private
## 2381      0 Female 29.00            0            No          Yes       Private
## 2382      0   Male 26.00            0            No          Yes       Private
## 2383      0 Female 26.00            0            No          Yes       Private
## 2384      0   Male 55.00            0            No          Yes       Private
## 2385      0 Female 29.00            0            No           No       Private
## 2386      0 Female 29.00            0            No           No      Govt_job
## 2387      0 Female 33.00            0            No           No       Private
## 2388      0 Female 19.00            1            No           No       Private
## 2389      0 Female 10.00            0            No           No      children
## 2390      0 Female  3.00            0            No           No      children
## 2391      0 Female 60.00            0            No          Yes       Private
## 2392      0 Female 16.00            0            No           No       Private
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## 2394      0 Female 41.00            0            No          Yes       Private
## 2395      0 Female 19.00            0            No           No       Private
## 2396      0 Female 79.00            0            No          Yes       Private
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## 2398      0   Male  1.64            0            No           No      children
## 2399      0 Female 51.00            0            No          Yes      Govt_job
## 2400      0 Female 33.00            0            No          Yes Self-employed
## 2401      0 Female 33.00            0            No          Yes      Govt_job
## 2402      0   Male 48.00            0            No           No       Private
## 2403      0   Male 45.00            0            No          Yes       Private
## 2404      0 Female 61.00            0            No           No       Private
## 2405      0   Male 31.00            0            No           No       Private
## 2406      0   Male 60.00            1            No           No       Private
## 2407      0   Male 51.00            0            No          Yes       Private
## 2408      0   Male 53.00            0            No          Yes      Govt_job
## 2409      0   Male 52.00            0            No          Yes      Govt_job
## 2410      0 Female 42.00            0            No          Yes      Govt_job
## 2411      0 Female 56.00            0            No          Yes       Private
## 2412      0   Male 14.00            0            No           No       Private
## 2413      0 Female 40.00            0            No           No       Private
## 2414      0 Female 58.00            0            No          Yes       Private
## 2415      0 Female 52.00            1            No          Yes       Private
## 2416      0   Male 30.00            0            No          Yes      Govt_job
## 2417      0 Female 47.00            0            No          Yes       Private
## 2418      0 Female 34.00            0            No          Yes      Govt_job
## 2419      0 Female 82.00            0           Yes          Yes Self-employed
## 2420      0 Female 31.00            0            No          Yes       Private
## 2421      0 Female 58.00            0            No          Yes       Private
## 2422      0 Female 47.00            0            No          Yes       Private
## 2423      0   Male 65.00            1            No          Yes Self-employed
## 2424      0 Female 13.00            0            No           No      children
## 2425      0   Male 37.00            1            No          Yes       Private
## 2426      0   Male  9.00            0            No           No      children
## 2427      0 Female  7.00            0            No           No      children
## 2428      0 Female 37.00            0            No           No      Govt_job
## 2429      0   Male 62.00            0            No           No      Govt_job
## 2430      0   Male 14.00            0            No           No Self-employed
## 2431      0 Female 77.00            0            No          Yes      Govt_job
## 2432      0   Male 36.00            0            No          Yes       Private
## 2433      0 Female  3.00            0            No           No      children
## 2434      0   Male 78.00            1           Yes           No Self-employed
## 2435      0 Female 49.00            0            No          Yes      Govt_job
## 2436      0   Male 44.00            0            No          Yes       Private
## 2437      0   Male 10.00            0            No           No      children
## 2438      0   Male  8.00            0            No           No      children
## 2439      0 Female 60.00            0            No          Yes       Private
## 2440      0 Female 56.00            0            No          Yes       Private
## 2441      0 Female 73.00            0            No          Yes Self-employed
## 2442      0 Female 65.00            0            No          Yes      Govt_job
## 2443      0 Female 34.00            0            No          Yes Self-employed
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## 2445      0 Female 80.00            0            No          Yes       Private
## 2446      0   Male 46.00            0            No          Yes       Private
## 2447      0 Female 80.00            0            No          Yes Self-employed
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## 2449      0 Female 24.00            0            No           No       Private
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## 2452      0 Female 57.00            0            No          Yes Self-employed
## 2453      0 Female 19.00            0            No           No      Govt_job
## 2454      0   Male 82.00            0            No          Yes       Private
## 2455      0 Female 39.00            0            No          Yes       Private
## 2456      0 Female 14.00            0            No           No       Private
## 2457      0 Female 60.00            1            No           No       Private
## 2458      0 Female  3.00            0            No           No      children
## 2459      0 Female 57.00            0            No          Yes       Private
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## 2463      0 Female 60.00            0            No           No      Govt_job
## 2464      0 Female 36.00            0            No           No       Private
## 2465      0   Male 36.00            0            No          Yes      Govt_job
## 2466      0 Female 26.00            0            No           No       Private
## 2467      0   Male 71.00            0            No          Yes      Govt_job
## 2468      0   Male 78.00            0            No          Yes       Private
## 2469      0   Male 77.00            0            No          Yes Self-employed
## 2470      0   Male 74.00            0            No          Yes       Private
## 2471      0 Female 50.00            0            No          Yes Self-employed
## 2472      0   Male  9.00            0            No           No      children
## 2473      0   Male  1.64            0            No           No      children
## 2474      0 Female 54.00            0            No          Yes       Private
## 2475      0   Male  8.00            0            No           No      children
## 2476      0 Female 36.00            0            No          Yes       Private
## 2477      0 Female 38.00            0            No          Yes       Private
## 2478      0 Female 34.00            1            No          Yes Self-employed
## 2479      0 Female  7.00            0            No           No      children
## 2480      0 Female  5.00            0            No           No      children
## 2481      0   Male 14.00            0            No           No      children
## 2482      0   Male  0.88            0            No           No      children
## 2483      0 Female 30.00            0            No          Yes       Private
## 2484      0 Female 39.00            0            No          Yes      Govt_job
## 2485      0 Female 17.00            0            No           No       Private
## 2486      0 Female 14.00            0            No           No       Private
## 2487      0 Female 52.00            0            No          Yes Self-employed
## 2488      0   Male 78.00            0            No          Yes Self-employed
## 2489      0 Female  2.00            0            No           No      children
## 2490      0   Male 32.00            0            No          Yes       Private
## 2491      0   Male  0.88            0            No           No      children
## 2492      0 Female 50.00            0            No          Yes Self-employed
## 2493      0 Female 48.00            0            No          Yes      Govt_job
## 2494      0   Male 66.00            0            No          Yes      Govt_job
## 2495      0   Male 78.00            0           Yes          Yes Self-employed
## 2496      0   Male 46.00            0            No          Yes       Private
## 2497      0 Female 54.00            0            No          Yes       Private
## 2498      0 Female 81.00            1           Yes          Yes       Private
## 2499      0 Female 15.00            0            No           No      children
## 2500      0   Male 77.00            0            No          Yes Self-employed
## 2501      0 Female 59.00            0            No          Yes Self-employed
## 2502      0 Female 48.00            0            No          Yes       Private
## 2503      0   Male 76.00            0           Yes          Yes Self-employed
## 2504      0   Male 49.00            0            No          Yes       Private
## 2505      0 Female 44.00            0            No           No       Private
## 2506      0 Female 39.00            0            No          Yes       Private
## 2507      0   Male 34.00            0            No          Yes       Private
## 2508      0   Male 50.00            0            No           No       Private
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## 2511      0 Female 43.00            0            No          Yes       Private
## 2512      0   Male 28.00            0            No           No       Private
## 2513      0 Female 58.00            0            No          Yes       Private
## 2514      0   Male 28.00            0            No           No       Private
## 2515      0   Male 18.00            0            No           No       Private
## 2516      0   Male 62.00            1           Yes          Yes       Private
## 2517      0   Male 31.00            0            No           No       Private
## 2518      0   Male 55.00            1            No          Yes       Private
## 2519      0 Female 54.00            0            No          Yes       Private
## 2520      0   Male 73.00            0           Yes          Yes       Private
## 2521      0   Male 26.00            0            No           No Self-employed
## 2522      0   Male 73.00            0           Yes          Yes       Private
## 2523      0 Female 38.00            0            No          Yes       Private
## 2524      0   Male 75.00            1           Yes          Yes       Private
## 2525      0   Male 81.00            0            No          Yes       Private
## 2526      0 Female 20.00            0            No           No       Private
## 2527      0 Female 12.00            0            No           No      children
## 2528      0   Male 78.00            0           Yes          Yes       Private
## 2529      0 Female 42.00            0            No           No       Private
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## 2532      0   Male  4.00            0            No           No      children
## 2533      0   Male 79.00            0           Yes          Yes       Private
## 2534      0   Male 60.00            0            No          Yes       Private
## 2535      0 Female 45.00            1            No          Yes       Private
## 2536      0   Male 23.00            0            No           No       Private
## 2537      0   Male 21.00            0            No           No       Private
## 2538      0 Female 67.00            0            No          Yes Self-employed
## 2539      0   Male 10.00            0            No           No      children
## 2540      0 Female 24.00            0            No          Yes Self-employed
## 2541      0   Male 50.00            0            No          Yes Self-employed
## 2542      0   Male 79.00            0           Yes          Yes       Private
## 2543      0   Male 14.00            0            No           No      children
## 2544      0 Female 13.00            0            No           No      children
## 2545      0   Male 71.00            0           Yes          Yes       Private
## 2546      0 Female 66.00            0            No          Yes       Private
## 2547      0   Male 32.00            0            No           No      Govt_job
## 2548      0   Male 46.00            0            No          Yes      Govt_job
## 2549      0   Male 48.00            1            No          Yes       Private
## 2550      0 Female 45.00            0            No          Yes       Private
## 2551      0   Male 55.00            0            No          Yes       Private
## 2552      0 Female 31.00            0            No          Yes       Private
## 2553      0   Male 25.00            0            No           No       Private
## 2554      0   Male 73.00            1            No          Yes Self-employed
## 2555      0 Female 14.00            0            No           No      children
## 2556      0 Female 56.00            0            No          Yes      Govt_job
## 2557      0   Male 60.00            0            No          Yes       Private
## 2558      0   Male 27.00            0            No          Yes       Private
## 2559      0 Female 28.00            0            No          Yes       Private
## 2560      0   Male 46.00            1            No          Yes       Private
## 2561      0 Female 11.00            0            No           No      children
## 2562      0 Female 63.00            0            No          Yes       Private
## 2563      0 Female 59.00            0            No          Yes       Private
## 2564      0   Male 57.00            0            No          Yes       Private
## 2565      0 Female 35.00            0            No           No       Private
## 2566      0   Male 54.00            0            No          Yes       Private
## 2567      0   Male  7.00            0            No           No      children
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## 2569      0   Male 69.00            1            No          Yes       Private
## 2570      0   Male 59.00            0            No          Yes       Private
## 2571      0 Female 72.00            1            No          Yes Self-employed
## 2572      0   Male 49.00            0            No          Yes       Private
## 2573      0 Female 73.00            1            No          Yes       Private
## 2574      0 Female 24.00            0            No           No       Private
## 2575      0   Male 26.00            0            No           No       Private
## 2576      0   Male 27.00            0            No           No       Private
## 2577      0 Female 78.00            0           Yes           No Self-employed
## 2578      0 Female 77.00            0            No          Yes       Private
## 2579      0 Female 59.00            0            No          Yes Self-employed
## 2580      0   Male  0.32            0            No           No      children
## 2581      0   Male 39.00            0            No          Yes       Private
## 2582      0 Female 35.00            0            No          Yes       Private
## 2583      0   Male 54.00            0            No          Yes       Private
## 2584      0 Female 75.00            0           Yes          Yes       Private
## 2585      0 Female 80.00            0            No          Yes       Private
## 2586      0 Female 35.00            0            No          Yes       Private
## 2587      0 Female 22.00            0            No           No      Govt_job
## 2588      0   Male 39.00            0            No          Yes       Private
## 2589      0   Male  6.00            0            No           No      children
## 2590      0 Female 62.00            0            No          Yes Self-employed
## 2591      0 Female 13.00            0            No           No      children
## 2592      0   Male 56.00            0            No          Yes      Govt_job
## 2593      0   Male 53.00            0           Yes          Yes      Govt_job
## 2594      0   Male  5.00            0            No           No      children
## 2595      0 Female 44.00            0            No          Yes       Private
## 2596      0   Male 13.00            0            No           No      children
## 2597      0 Female 59.00            0            No          Yes       Private
## 2598      0 Female 35.00            0            No          Yes       Private
## 2599      0 Female 52.00            0            No          Yes       Private
## 2600      0 Female 76.00            0            No          Yes       Private
## 2601      0 Female 51.00            0            No          Yes Self-employed
## 2602      0 Female 79.00            0            No          Yes      Govt_job
## 2603      0 Female 69.00            0            No          Yes Self-employed
## 2604      0 Female 78.00            0            No          Yes Self-employed
## 2605      0   Male 60.00            0            No          Yes       Private
## 2606      0   Male 10.00            0            No           No      children
## 2607      0   Male 42.00            1            No          Yes Self-employed
## 2608      0   Male 21.00            0            No           No       Private
## 2609      0 Female 56.00            0            No          Yes       Private
## 2610      0   Male 59.00            0            No          Yes      Govt_job
## 2611      0 Female 69.00            0            No          Yes       Private
## 2612      0 Female 25.00            0            No          Yes       Private
## 2613      0   Male 63.00            0            No          Yes Self-employed
## 2614      0   Male 25.00            0            No           No       Private
## 2615      0 Female 58.00            0            No          Yes       Private
## 2616      0 Female 28.00            0            No          Yes       Private
## 2617      0 Female 46.00            0            No          Yes      Govt_job
## 2618      0   Male 53.00            0            No          Yes       Private
## 2619      0 Female 37.00            0            No          Yes       Private
## 2620      0   Male 12.00            0            No           No      children
## 2621      0 Female 14.00            0            No           No      children
## 2622      0 Female 60.00            0            No          Yes       Private
## 2623      0   Male 42.00            0            No          Yes       Private
## 2624      0 Female 65.00            0            No          Yes       Private
## 2625      0   Male 80.00            1            No          Yes Self-employed
## 2626      0   Male 32.00            0            No          Yes       Private
## 2627      0 Female 53.00            0            No          Yes      Govt_job
## 2628      0 Female 50.00            0            No          Yes      Govt_job
## 2629      0 Female 23.00            0            No           No       Private
## 2630      0 Female 45.00            0            No          Yes       Private
## 2631      0 Female  0.80            0            No           No      children
## 2632      0   Male 49.00            0            No          Yes       Private
## 2633      0   Male 70.00            0           Yes          Yes       Private
## 2634      0 Female 82.00            0            No          Yes Self-employed
## 2635      0   Male 23.00            0            No           No       Private
## 2636      0 Female 79.00            0            No          Yes Self-employed
## 2637      0 Female 74.00            0            No          Yes       Private
## 2638      0   Male 78.00            0           Yes          Yes Self-employed
## 2639      0 Female 50.00            0            No          Yes       Private
## 2640      0 Female 34.00            0            No          Yes       Private
## 2641      0   Male 47.00            0            No          Yes      Govt_job
## 2642      0 Female 52.00            0            No          Yes      Govt_job
## 2643      0 Female 67.00            0            No          Yes       Private
## 2644      0 Female 62.00            0            No          Yes       Private
## 2645      0 Female 18.00            0            No           No       Private
## 2646      0 Female 75.00            1            No          Yes      Govt_job
## 2647      0 Female 42.00            0            No          Yes       Private
## 2648      0   Male 29.00            0            No          Yes      Govt_job
## 2649      0   Male 52.00            0            No          Yes      Govt_job
## 2650      0 Female 18.00            0            No           No       Private
## 2651      0   Male 67.00            0            No          Yes      Govt_job
## 2652      0 Female 66.00            0            No          Yes       Private
## 2653      0   Male  5.00            0            No           No      children
## 2654      0 Female 18.00            0            No           No      Govt_job
## 2655      0   Male 52.00            0            No          Yes      Govt_job
## 2656      0 Female 44.00            0            No          Yes      Govt_job
## 2657      0   Male 46.00            1            No          Yes      Govt_job
## 2658      0 Female 36.00            0            No          Yes      Govt_job
## 2659      0 Female 61.00            0            No          Yes      Govt_job
## 2660      0 Female  7.00            0            No           No      children
## 2661      0 Female 15.00            0            No           No      children
## 2662      0   Male 61.00            0            No          Yes       Private
## 2663      0   Male 20.00            0            No           No       Private
## 2664      0 Female  2.00            0            No           No      children
## 2665      0   Male 47.00            0            No          Yes Self-employed
## 2666      0 Female 25.00            0            No           No      Govt_job
## 2667      0   Male 66.00            1            No          Yes       Private
## 2668      0   Male  2.00            0            No           No      children
## 2669      0 Female 63.00            0            No          Yes       Private
## 2670      0 Female 53.00            0            No           No       Private
## 2671      0 Female 33.00            0            No          Yes      Govt_job
## 2672      0 Female 23.00            0            No           No      Govt_job
## 2673      0 Female 23.00            0            No           No      Govt_job
## 2674      0 Female 81.00            0            No          Yes Self-employed
## 2675      0   Male 55.00            0            No          Yes       Private
## 2676      0 Female 69.00            1            No          Yes      Govt_job
## 2677      0   Male 58.00            0            No          Yes       Private
## 2678      0 Female 70.00            0            No          Yes       Private
## 2679      0 Female 48.00            0            No          Yes       Private
## 2680      0   Male 15.00            0            No           No       Private
## 2681      0   Male 31.00            1            No          Yes       Private
## 2682      0 Female  2.00            0            No           No      children
## 2683      0   Male 80.00            0            No           No Self-employed
## 2684      0 Female 69.00            0            No          Yes       Private
## 2685      0 Female 52.00            0            No          Yes       Private
## 2686      0   Male 80.00            1            No          Yes Self-employed
## 2687      0   Male 54.00            0            No          Yes       Private
## 2688      0 Female  2.00            0            No           No      children
## 2689      0   Male 39.00            0            No          Yes      Govt_job
## 2690      0 Female 38.00            0            No          Yes       Private
## 2691      0   Male 76.00            0           Yes          Yes       Private
## 2692      0 Female 45.00            0            No           No       Private
## 2693      0 Female  1.24            0            No           No      children
## 2694      0 Female 77.00            0            No          Yes       Private
## 2695      0 Female 46.00            0            No           No      Govt_job
## 2696      0 Female 50.00            0            No          Yes       Private
## 2697      0 Female 52.00            0            No          Yes       Private
## 2698      0 Female 73.00            1            No          Yes       Private
## 2699      0   Male 41.00            0            No          Yes       Private
## 2700      0 Female 40.00            0            No           No       Private
## 2701      0 Female 59.00            0            No          Yes       Private
## 2702      0   Male 48.00            0            No          Yes      Govt_job
## 2703      0 Female 42.00            0            No          Yes       Private
## 2704      0 Female 26.00            0            No           No       Private
## 2705      0   Male 39.00            0            No          Yes Self-employed
## 2706      0 Female 34.00            0            No           No       Private
## 2707      0 Female 54.00            0            No          Yes       Private
## 2708      0 Female 57.00            0            No          Yes       Private
## 2709      0 Female  1.56            0            No           No      children
## 2710      0 Female 50.00            1           Yes           No      Govt_job
## 2711      0 Female 64.00            1            No          Yes Self-employed
## 2712      0   Male 44.00            0            No          Yes      Govt_job
## 2713      0   Male 38.00            0            No          Yes       Private
## 2714      0   Male 32.00            0            No          Yes       Private
## 2715      0   Male 17.00            0            No           No       Private
## 2716      0   Male 81.00            0            No          Yes      Govt_job
## 2717      0   Male 15.00            0            No           No       Private
## 2718      0 Female  5.00            0            No           No      children
## 2719      0   Male 70.00            1           Yes          Yes       Private
## 2720      0   Male 52.00            0            No           No      Govt_job
## 2721      0 Female 67.00            0           Yes          Yes Self-employed
## 2722      0 Female 17.00            0            No           No  Never_worked
## 2723      0   Male 61.00            0            No          Yes       Private
## 2724      0 Female 31.00            0            No           No       Private
## 2725      0   Male 58.00            0            No          Yes Self-employed
## 2726      0 Female 12.00            0            No           No      children
## 2727      0 Female 30.00            0            No           No       Private
## 2728      0 Female 65.00            0            No          Yes Self-employed
## 2729      0 Female 23.00            0            No           No       Private
## 2730      0   Male 14.00            0            No           No      children
## 2731      0   Male 27.00            0            No           No Self-employed
## 2732      0 Female 53.00            0            No          Yes       Private
## 2733      0 Female 58.00            1            No          Yes      Govt_job
## 2734      0   Male  9.00            0            No           No      children
## 2735      0   Male 59.00            1            No          Yes Self-employed
## 2736      0 Female 46.00            0            No          Yes      Govt_job
## 2737      0 Female 41.00            0            No           No       Private
## 2738      0   Male 55.00            0            No          Yes Self-employed
## 2739      0 Female 43.00            0            No          Yes       Private
## 2740      0 Female  5.00            0            No           No      children
## 2741      0   Male 15.00            0            No           No  Never_worked
## 2742      0 Female 36.00            0            No          Yes       Private
## 2743      0 Female 36.00            0            No          Yes       Private
## 2744      0 Female 47.00            0            No           No       Private
## 2745      0 Female 18.00            0            No           No       Private
## 2746      0   Male 19.00            0            No           No       Private
## 2747      0   Male 65.00            0            No          Yes Self-employed
## 2748      0   Male 17.00            0            No           No      Govt_job
## 2749      0   Male 54.00            0            No          Yes       Private
## 2750      0 Female 46.00            0            No          Yes       Private
## 2751      0 Female 59.00            0            No          Yes Self-employed
## 2752      0 Female 48.00            0            No          Yes      Govt_job
## 2753      0 Female 38.00            0            No          Yes       Private
## 2754      0 Female 18.00            0            No           No       Private
## 2755      0 Female 56.00            0            No          Yes Self-employed
## 2756      0   Male  3.00            0            No           No      children
## 2757      0 Female 41.00            0            No           No       Private
## 2758      0 Female 67.00            0            No          Yes       Private
## 2759      0 Female 60.00            0            No          Yes       Private
## 2760      0 Female 47.00            0            No          Yes      Govt_job
## 2761      0 Female 24.00            0            No           No       Private
## 2762      0   Male 43.00            0            No          Yes       Private
## 2763      0 Female 17.00            0            No           No       Private
## 2764      0 Female 45.00            0            No          Yes       Private
## 2765      0 Female 24.00            0            No          Yes       Private
## 2766      0 Female 79.00            0            No           No Self-employed
## 2767      0   Male 79.00            0            No          Yes Self-employed
## 2768      0 Female 27.00            0            No          Yes       Private
## 2769      0   Male 72.00            1            No          Yes       Private
## 2770      0   Male 64.00            0           Yes          Yes Self-employed
## 2771      0 Female 34.00            0            No          Yes       Private
## 2772      0 Female 50.00            0            No          Yes Self-employed
## 2773      0 Female 58.00            0            No          Yes Self-employed
## 2774      0   Male 26.00            0            No          Yes      Govt_job
## 2775      0 Female 50.00            0            No          Yes       Private
## 2776      0 Female 80.00            0            No          Yes       Private
## 2777      0   Male  2.00            0            No           No      children
## 2778      0   Male 46.00            0            No           No       Private
## 2779      0 Female 29.00            0            No          Yes       Private
## 2780      0 Female  6.00            0            No           No      children
## 2781      0   Male 32.00            0            No          Yes Self-employed
## 2782      0 Female 16.00            0            No           No  Never_worked
## 2783      0 Female 44.00            0            No          Yes      Govt_job
## 2784      0 Female 23.00            0            No           No       Private
## 2785      0   Male 48.00            0            No          Yes       Private
## 2786      0 Female 34.00            0            No          Yes       Private
## 2787      0   Male 78.00            0            No          Yes      Govt_job
## 2788      0 Female 42.00            0            No          Yes       Private
## 2789      0   Male 14.00            0            No           No       Private
## 2790      0 Female 40.00            0            No           No       Private
## 2791      0   Male 10.00            0            No           No      children
## 2792      0 Female 39.00            0            No          Yes      Govt_job
## 2793      0 Female 42.00            0            No           No Self-employed
## 2794      0   Male 47.00            0            No          Yes       Private
## 2795      0   Male 14.00            0            No           No       Private
## 2796      0   Male 45.00            0            No          Yes       Private
## 2797      0   Male 58.00            0            No           No       Private
## 2798      0 Female 73.00            0            No          Yes       Private
## 2799      0 Female 62.00            0            No          Yes       Private
## 2800      0 Female 62.00            0           Yes          Yes      Govt_job
## 2801      0 Female 51.00            0           Yes          Yes Self-employed
## 2802      0   Male  0.80            0            No           No      children
## 2803      0 Female 57.00            0            No          Yes       Private
## 2804      0 Female  8.00            0            No           No      children
## 2805      0 Female 69.00            0            No          Yes      Govt_job
## 2806      0 Female 16.00            0            No           No       Private
## 2807      0 Female 56.00            0            No          Yes       Private
## 2808      0 Female 41.00            0            No          Yes      Govt_job
## 2809      0 Female  1.24            0            No           No      children
## 2810      0 Female 42.00            0            No          Yes       Private
## 2811      0   Male 57.00            0            No          Yes       Private
## 2812      0   Male 20.00            0            No           No       Private
## 2813      0 Female  8.00            0            No           No      children
## 2814      0   Male 43.00            0            No          Yes       Private
## 2815      0   Male 62.00            0            No          Yes       Private
## 2816      0   Male 42.00            0            No           No      Govt_job
## 2817      0   Male 50.00            0            No          Yes       Private
## 2818      0 Female 63.00            0            No          Yes       Private
## 2819      0   Male 80.00            0           Yes          Yes       Private
## 2820      0 Female 13.00            0            No           No      children
## 2821      0 Female 20.00            0            No           No       Private
## 2822      0 Female 71.00            0           Yes          Yes Self-employed
## 2823      0 Female 50.00            0            No          Yes       Private
## 2824      0 Female 76.00            0            No          Yes       Private
## 2825      0 Female 41.00            0            No          Yes       Private
## 2826      0   Male 76.00            0            No          Yes       Private
## 2827      0 Female 78.00            0            No          Yes Self-employed
## 2828      0   Male  5.00            0            No           No      children
## 2829      0   Male 29.00            1            No          Yes       Private
## 2830      0 Female 43.00            0            No          Yes       Private
## 2831      0 Female 49.00            0            No          Yes       Private
## 2832      0   Male 70.00            1            No          Yes Self-employed
## 2833      0   Male 24.00            0            No           No       Private
## 2834      0 Female 41.00            0            No          Yes       Private
## 2835      0   Male 20.00            0            No           No       Private
## 2836      0   Male 34.00            0            No          Yes       Private
## 2837      0   Male 32.00            0            No          Yes       Private
## 2838      0   Male 27.00            0            No          Yes       Private
## 2839      0 Female 44.00            0            No          Yes      Govt_job
## 2840      0   Male 20.00            0            No           No       Private
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## 2843      0   Male 29.00            0            No           No       Private
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## 2845      0 Female 35.00            0            No          Yes      Govt_job
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## 2849      0   Male 63.00            0            No          Yes       Private
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## 2851      0 Female 50.00            0            No           No       Private
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## 2853      0 Female 27.00            0            No           No Self-employed
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## 2855      0 Female  8.00            0            No           No      children
## 2856      0   Male 75.00            1            No          Yes       Private
## 2857      0   Male 14.00            0            No           No       Private
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## 2860      0 Female 37.00            0            No          Yes      Govt_job
## 2861      0   Male 38.00            0            No          Yes      Govt_job
## 2862      0   Male  3.00            0            No           No      children
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## 2869      0 Female 79.00            0            No          Yes Self-employed
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## 2871      0   Male 75.00            0            No          Yes Self-employed
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## 2873      0   Male 71.00            1            No          Yes Self-employed
## 2874      0 Female 40.00            0            No          Yes       Private
## 2875      0 Female 24.00            0            No           No       Private
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## 2877      0 Female 82.00            0            No          Yes Self-employed
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## 2879      0 Female 81.00            0            No          Yes       Private
## 2880      0 Female 33.00            1            No           No       Private
## 2881      0 Female 79.00            0           Yes          Yes       Private
## 2882      0 Female 62.00            0            No          Yes Self-employed
## 2883      0   Male 39.00            0            No          Yes       Private
## 2884      0 Female 60.00            1            No          Yes Self-employed
## 2885      0   Male 48.00            0            No          Yes       Private
## 2886      0   Male 24.00            0            No           No       Private
## 2887      0 Female 70.00            1            No          Yes Self-employed
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## 2889      0 Female 56.00            0            No          Yes      Govt_job
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## 2898      0   Male 63.00            0           Yes          Yes Self-employed
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## 2901      0 Female 56.00            0            No          Yes       Private
## 2902      0   Male 50.00            0            No           No      Govt_job
## 2903      0   Male 78.00            1           Yes          Yes Self-employed
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## 2905      0 Female 31.00            0            No          Yes       Private
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## 2908      0   Male 60.00            0            No          Yes       Private
## 2909      0   Male 69.00            0            No          Yes Self-employed
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## 2912      0 Female 16.00            0            No           No       Private
## 2913      0 Female 26.00            0            No           No       Private
## 2914      0 Female 44.00            1            No          Yes      Govt_job
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## 2917      0 Female 38.00            0            No          Yes       Private
## 2918      0 Female 18.00            0            No           No  Never_worked
## 2919      0 Female 63.00            0           Yes          Yes Self-employed
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## 2921      0   Male 32.00            0            No           No       Private
## 2922      0   Male  8.00            0            No           No      children
## 2923      0   Male 77.00            0            No          Yes Self-employed
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## 2925      0 Female 34.00            0            No           No      Govt_job
## 2926      0   Male 25.00            0            No          Yes Self-employed
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## 2930      0   Male  4.00            0            No           No      children
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## 2932      0   Male 28.00            0            No          Yes Self-employed
## 2933      0 Female 37.00            0            No          Yes       Private
## 2934      0 Female 50.00            0            No          Yes       Private
## 2935      0 Female 76.00            0           Yes          Yes Self-employed
## 2936      0 Female 72.00            0            No          Yes Self-employed
## 2937      0   Male 16.00            0            No           No       Private
## 2938      0   Male 44.00            0            No          Yes       Private
## 2939      0   Male 46.00            0           Yes          Yes      Govt_job
## 2940      0   Male 46.00            0            No          Yes       Private
## 2941      0 Female 73.00            1           Yes          Yes      Govt_job
## 2942      0 Female 29.00            0            No          Yes Self-employed
## 2943      0   Male 19.00            0            No           No       Private
## 2944      0 Female 27.00            0            No           No       Private
## 2945      0 Female 36.00            0            No          Yes       Private
## 2946      0 Female 61.00            0            No          Yes Self-employed
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## 2948      0 Female 25.00            0            No           No       Private
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## 2950      0 Female 26.00            1            No          Yes       Private
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## 2953      0   Male 34.00            0            No           No      Govt_job
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## 2959      0   Male 16.00            0            No           No       Private
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## 2961      0   Male 70.00            0            No          Yes      Govt_job
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## 2963      0 Female 70.00            1            No          Yes Self-employed
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## 2965      0 Female 39.00            0            No          Yes       Private
## 2966      0   Male 79.00            1            No           No       Private
## 2967      0   Male 80.00            1            No          Yes Self-employed
## 2968      0 Female 34.00            0            No          Yes Self-employed
## 2969      0   Male 59.00            0            No          Yes      Govt_job
## 2970      0 Female 54.00            0            No          Yes       Private
## 2971      0 Female 22.00            0            No           No       Private
## 2972      0 Female 21.00            0            No           No       Private
## 2973      0 Female  4.00            0            No           No      children
## 2974      0 Female 26.00            0            No           No       Private
## 2975      0   Male 62.00            0            No          Yes       Private
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## 2977      0   Male 51.00            0            No          Yes Self-employed
## 2978      0 Female 75.00            0            No          Yes      Govt_job
## 2979      0   Male 42.00            0            No          Yes       Private
## 2980      0 Female 82.00            1            No          Yes Self-employed
## 2981      0 Female 61.00            0            No          Yes       Private
## 2982      0 Female 62.00            0            No          Yes       Private
## 2983      0   Male 59.00            1           Yes          Yes      Govt_job
## 2984      0 Female 31.00            0            No          Yes       Private
## 2985      0   Male 12.00            0            No           No      children
## 2986      0 Female 76.00            0           Yes          Yes       Private
## 2987      0   Male 71.00            0           Yes          Yes      Govt_job
## 2988      0 Female 15.00            0            No           No       Private
## 2989      0   Male 44.00            0            No          Yes       Private
## 2990      0   Male 30.00            0            No           No       Private
## 2991      0 Female 47.00            0            No          Yes       Private
## 2992      0 Female 47.00            0            No          Yes       Private
## 2993      0 Female 60.00            0            No          Yes       Private
## 2994      0   Male 62.00            0            No          Yes       Private
## 2995      0 Female 47.00            0            No          Yes       Private
## 2996      0   Male 78.00            0            No          Yes       Private
## 2997      0 Female 35.00            0            No          Yes       Private
## 2998      0   Male 71.00            0           Yes          Yes       Private
## 2999      0 Female 57.00            0            No          Yes Self-employed
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## 3001      0   Male 26.00            0            No          Yes       Private
## 3002      0   Male 33.00            0            No           No Self-employed
## 3003      0   Male 60.00            0            No          Yes       Private
## 3004      0 Female 35.00            0            No           No       Private
## 3005      0 Female 10.00            0            No           No      children
## 3006      0   Male 50.00            0            No          Yes      Govt_job
## 3007      0 Female 44.00            0            No          Yes       Private
## 3008      0 Female 73.00            0            No           No Self-employed
## 3009      0 Female 41.00            0            No          Yes       Private
## 3010      0 Female  7.00            0            No           No      children
## 3011      0   Male 45.00            0            No          Yes Self-employed
## 3012      0 Female 60.00            0            No           No       Private
## 3013      0 Female 49.00            1            No          Yes      Govt_job
## 3014      0 Female 45.00            0            No          Yes Self-employed
## 3015      0 Female 55.00            1            No          Yes       Private
## 3016      0 Female 54.00            0            No          Yes       Private
## 3017      0 Female 39.00            0            No          Yes       Private
## 3018      0   Male 76.00            0            No          Yes Self-employed
## 3019      0 Female 28.00            0            No          Yes       Private
## 3020      0 Female 70.00            1            No          Yes       Private
## 3021      0   Male 28.00            0            No          Yes       Private
## 3022      0   Male 79.00            0            No          Yes Self-employed
## 3023      0   Male 30.00            0            No          Yes       Private
## 3024      0 Female 26.00            0            No          Yes      Govt_job
## 3025      0 Female 57.00            0            No          Yes      Govt_job
## 3026      0 Female 16.00            0            No           No       Private
## 3027      0   Male 40.00            1            No          Yes       Private
## 3028      0   Male 77.00            0            No          Yes      Govt_job
## 3029      0 Female 67.00            1            No          Yes       Private
## 3030      0 Female 36.00            0            No          Yes       Private
## 3031      0 Female 40.00            1            No          Yes       Private
## 3032      0   Male  2.00            0           Yes           No      children
## 3033      0   Male 52.00            0            No          Yes       Private
## 3034      0 Female 78.00            0            No          Yes       Private
## 3035      0 Female 22.00            0            No           No       Private
## 3036      0   Male 33.00            0            No          Yes Self-employed
## 3037      0   Male 40.00            0            No          Yes       Private
## 3038      0 Female 20.00            0            No           No       Private
## 3039      0   Male 19.00            0            No           No       Private
## 3040      0   Male 25.00            0            No          Yes       Private
## 3041      0 Female 23.00            0            No           No       Private
## 3042      0 Female 28.00            0            No          Yes       Private
## 3043      0 Female  6.00            0            No           No      children
## 3044      0 Female 37.00            0            No          Yes       Private
## 3045      0 Female 10.00            0            No           No      children
## 3046      0 Female 34.00            0            No          Yes       Private
## 3047      0 Female 60.00            0            No          Yes Self-employed
## 3048      0 Female 22.00            0            No           No       Private
## 3049      0 Female 62.00            1            No          Yes Self-employed
## 3050      0 Female 52.00            0            No          Yes      Govt_job
## 3051      0   Male 61.00            0            No           No       Private
## 3052      0 Female 10.00            0            No           No      children
## 3053      0   Male 36.00            0            No          Yes       Private
## 3054      0 Female 29.00            0            No          Yes       Private
## 3055      0 Female 69.00            0           Yes           No      Govt_job
## 3056      0 Female 62.00            0            No          Yes      Govt_job
## 3057      0   Male 62.00            0           Yes          Yes      Govt_job
## 3058      0 Female 79.00            0            No           No Self-employed
## 3059      0   Male 13.00            0            No           No      children
## 3060      0 Female 38.00            0            No          Yes       Private
## 3061      0   Male 49.00            0            No          Yes Self-employed
## 3062      0 Female 41.00            0            No          Yes       Private
## 3063      0   Male 56.00            0            No          Yes       Private
## 3064      0 Female  8.00            0            No           No      children
## 3065      0 Female 24.00            0            No           No       Private
## 3066      0 Female 61.00            0            No          Yes       Private
## 3067      0 Female 40.00            0            No           No      Govt_job
## 3068      0 Female 22.00            0            No           No       Private
## 3069      0 Female 80.00            1            No          Yes       Private
## 3070      0 Female 60.00            1           Yes          Yes       Private
## 3071      0 Female 57.00            0            No          Yes       Private
## 3072      0 Female 55.00            0            No          Yes       Private
## 3073      0 Female 39.00            0            No          Yes Self-employed
## 3074      0 Female 51.00            0            No          Yes       Private
## 3075      0 Female 47.00            0            No          Yes Self-employed
## 3076      0   Male 77.00            1           Yes          Yes Self-employed
## 3077      0 Female 32.00            0            No          Yes       Private
## 3078      0 Female 45.00            0            No           No Self-employed
## 3079      0 Female 49.00            0            No          Yes       Private
## 3080      0   Male 13.00            0            No           No      children
## 3081      0 Female 74.00            0            No          Yes       Private
## 3082      0 Female 72.00            0            No          Yes Self-employed
## 3083      0 Female 57.00            0            No          Yes       Private
## 3084      0   Male 51.00            1            No           No      Govt_job
## 3085      0 Female 55.00            0            No          Yes       Private
## 3086      0   Male 73.00            0           Yes          Yes       Private
## 3087      0   Male 12.00            0            No           No      children
## 3088      0 Female  6.00            0            No           No      children
## 3089      0 Female 76.00            0            No          Yes Self-employed
## 3090      0 Female 38.00            1            No          Yes       Private
## 3091      0 Female 50.00            0            No          Yes      Govt_job
## 3092      0 Female 75.00            0            No          Yes       Private
## 3093      0 Female  1.16            0            No           No      children
## 3094      0   Male 32.00            0            No          Yes       Private
## 3095      0   Male 12.00            0            No           No      children
## 3096      0   Male 32.00            0            No           No       Private
## 3097      0 Female 13.00            0            No           No      children
## 3098      0   Male  1.32            0            No           No      children
## 3099      0 Female 63.00            0            No          Yes       Private
## 3100      0 Female 29.00            0            No           No       Private
## 3101      0   Male 53.00            0            No          Yes       Private
## 3102      0 Female 49.00            0            No          Yes       Private
## 3103      0   Male 81.00            0            No          Yes       Private
## 3104      0   Male 66.00            0            No          Yes       Private
## 3105      0 Female 42.00            0            No          Yes       Private
## 3106      0 Female 61.00            0            No          Yes       Private
## 3107      0 Female 52.00            0            No          Yes       Private
## 3108      0   Male  8.00            0            No           No      children
## 3109      0   Male 82.00            0            No           No Self-employed
## 3110      0 Female 43.00            0            No          Yes      Govt_job
## 3111      0 Female  4.00            0            No           No      children
## 3112      0   Male 58.00            0            No          Yes      Govt_job
## 3113      0 Female 45.00            0            No          Yes      Govt_job
## 3114      0 Female 62.00            1            No          Yes       Private
## 3115      0   Male 42.00            0            No           No      Govt_job
## 3116      0 Female 72.00            0            No          Yes Self-employed
## 3117      0  Other 26.00            0            No           No       Private
## 3118      0 Female  9.00            0            No           No      children
## 3119      0 Female 31.00            0            No          Yes      Govt_job
## 3120      0 Female 20.00            0            No           No       Private
## 3121      0   Male 22.00            0            No           No       Private
## 3122      0 Female 23.00            0            No           No       Private
## 3123      0 Female 57.00            1            No          Yes Self-employed
## 3124      0   Male 52.00            0            No          Yes       Private
## 3125      0 Female 64.00            0            No          Yes       Private
## 3126      0 Female 26.00            0            No           No      Govt_job
## 3127      0   Male 54.00            0            No          Yes Self-employed
## 3128      0   Male 32.00            0            No           No Self-employed
## 3129      0 Female 66.00            0            No          Yes      Govt_job
## 3130      0   Male 13.00            0            No           No      children
## 3131      0 Female 77.00            1            No          Yes Self-employed
## 3132      0   Male 18.00            0            No           No       Private
## 3133      0   Male 11.00            0            No           No      children
## 3134      0 Female 16.00            0            No           No       Private
## 3135      0 Female 73.00            0           Yes          Yes       Private
## 3136      0   Male 44.00            1            No          Yes       Private
## 3137      0   Male 36.00            0            No          Yes       Private
## 3138      0   Male 10.00            0            No           No      children
## 3139      0 Female 54.00            0            No          Yes       Private
## 3140      0 Female 42.00            0            No          Yes      Govt_job
## 3141      0 Female 52.00            0            No          Yes Self-employed
## 3142      0   Male 32.00            0            No          Yes       Private
## 3143      0   Male 43.00            0            No          Yes      Govt_job
## 3144      0 Female 28.00            0            No          Yes       Private
## 3145      0 Female 79.00            0            No           No Self-employed
## 3146      0   Male 11.00            0            No           No      children
## 3147      0 Female 75.00            0            No          Yes Self-employed
## 3148      0   Male 55.00            0            No          Yes       Private
## 3149      0   Male 78.00            0            No          Yes Self-employed
## 3150      0 Female 48.00            0            No          Yes       Private
## 3151      0   Male 73.00            0            No          Yes Self-employed
## 3152      0 Female 56.00            0            No          Yes      Govt_job
## 3153      0   Male 54.00            1            No          Yes       Private
## 3154      0 Female 55.00            0            No          Yes       Private
## 3155      0 Female 65.00            0            No          Yes       Private
## 3156      0 Female 69.00            0            No           No       Private
## 3157      0 Female 29.00            0            No          Yes Self-employed
## 3158      0 Female 64.00            1            No          Yes      Govt_job
## 3159      0 Female 16.00            0            No           No       Private
## 3160      0 Female 75.00            0            No          Yes       Private
## 3161      0 Female 17.00            0            No           No       Private
## 3162      0   Male 42.00            0            No          Yes       Private
## 3163      0   Male 78.00            1            No          Yes Self-employed
## 3164      0   Male 24.00            0            No          Yes       Private
## 3165      0 Female 68.00            0            No           No       Private
## 3166      0   Male 50.00            0            No          Yes       Private
## 3167      0   Male 52.00            0            No          Yes       Private
## 3168      0 Female 82.00            0            No          Yes       Private
## 3169      0   Male 56.00            0            No          Yes       Private
## 3170      0   Male 56.00            0            No          Yes       Private
## 3171      0   Male 18.00            0            No           No       Private
## 3172      0 Female 33.00            0            No          Yes Self-employed
## 3173      0 Female 57.00            0            No          Yes       Private
## 3174      0   Male 30.00            0            No           No       Private
## 3175      0 Female 52.00            0            No          Yes       Private
## 3176      0 Female  3.00            0            No           No      children
## 3177      0   Male 39.00            0            No          Yes       Private
## 3178      0   Male 44.00            0            No          Yes      Govt_job
## 3179      0 Female 33.00            0            No          Yes       Private
## 3180      0   Male 24.00            0            No          Yes       Private
## 3181      0 Female 24.00            0            No           No      Govt_job
## 3182      0   Male 54.00            0           Yes          Yes      Govt_job
## 3183      0 Female 72.00            1            No          Yes       Private
## 3184      0 Female 37.00            0            No           No      Govt_job
## 3185      0 Female 36.00            0            No          Yes       Private
## 3186      0 Female 22.00            0            No           No      Govt_job
## 3187      0 Female 68.00            0            No          Yes      Govt_job
## 3188      0   Male 24.00            0            No           No       Private
## 3189      0 Female 35.00            0            No          Yes       Private
## 3190      0 Female 32.00            0            No          Yes       Private
## 3191      0 Female 52.00            0            No          Yes       Private
## 3192      0   Male 21.00            0            No           No       Private
## 3193      0 Female 82.00            1            No           No       Private
## 3194      0   Male 33.00            0            No           No       Private
## 3195      0   Male 62.00            0            No          Yes       Private
## 3196      0 Female 57.00            1            No          Yes       Private
## 3197      0   Male 14.00            0            No           No  Never_worked
## 3198      0   Male 60.00            0            No          Yes Self-employed
## 3199      0 Female 63.00            1            No          Yes Self-employed
## 3200      0 Female 50.00            0            No          Yes      Govt_job
## 3201      0 Female 12.00            0            No           No      children
## 3202      0   Male 80.00            0            No          Yes       Private
## 3203      0 Female 74.00            0            No           No Self-employed
## 3204      0   Male 46.00            0            No          Yes       Private
## 3205      0 Female 66.00            0            No          Yes       Private
## 3206      0   Male 26.00            0            No          Yes Self-employed
## 3207      0 Female 70.00            0            No          Yes       Private
## 3208      0 Female 62.00            0            No          Yes       Private
## 3209      0   Male 15.00            0            No           No      children
## 3210      0   Male 67.00            0            No          Yes       Private
## 3211      0   Male 63.00            0            No          Yes       Private
## 3212      0 Female 42.00            0            No          Yes      Govt_job
## 3213      0 Female 49.00            1            No          Yes      Govt_job
## 3214      0   Male 78.00            0           Yes          Yes Self-employed
## 3215      0 Female 31.00            0            No          Yes Self-employed
## 3216      0   Male 67.00            0            No          Yes       Private
## 3217      0 Female 52.00            1            No          Yes Self-employed
## 3218      0 Female 61.00            0            No          Yes       Private
## 3219      0   Male 41.00            0            No          Yes       Private
## 3220      0 Female 73.00            0            No          Yes      Govt_job
## 3221      0 Female 64.00            1            No          Yes Self-employed
## 3222      0   Male 65.00            0            No          Yes       Private
## 3223      0 Female 81.00            0            No          Yes       Private
## 3224      0 Female 47.00            0            No          Yes       Private
## 3225      0   Male 40.00            0            No          Yes Self-employed
## 3226      0   Male 46.00            1            No          Yes Self-employed
## 3227      0 Female  2.00            0            No           No      children
## 3228      0   Male 56.00            0            No          Yes       Private
## 3229      0   Male 54.00            0            No          Yes       Private
## 3230      0 Female 26.00            0            No           No       Private
## 3231      0 Female 45.00            0            No          Yes       Private
## 3232      0 Female 57.00            0            No          Yes      Govt_job
## 3233      0 Female 78.00            0            No          Yes       Private
## 3234      0   Male  2.00            0            No           No      children
## 3235      0   Male 76.00            1            No          Yes Self-employed
## 3236      0 Female 51.00            0            No          Yes      Govt_job
## 3237      0 Female 54.00            0            No          Yes       Private
## 3238      0 Female 36.00            0            No          Yes       Private
## 3239      0 Female 57.00            0            No          Yes      Govt_job
## 3240      0 Female 25.00            0            No           No       Private
## 3241      0 Female  7.00            0            No           No      children
## 3242      0 Female 76.00            0            No          Yes Self-employed
## 3243      0 Female 45.00            0            No           No       Private
## 3244      0 Female 66.00            1            No          Yes      Govt_job
## 3245      0 Female 45.00            0            No          Yes       Private
## 3246      0 Female 79.00            1            No          Yes       Private
## 3247      0 Female 25.00            0            No           No       Private
## 3248      0 Female 53.00            0            No          Yes       Private
## 3249      0 Female 35.00            1            No          Yes       Private
## 3250      0 Female 78.00            0            No          Yes Self-employed
## 3251      0 Female 32.00            0            No          Yes       Private
## 3252      0   Male  0.56            0            No           No      children
## 3253      0 Female 26.00            0            No           No       Private
## 3254      0 Female 34.00            0            No          Yes      Govt_job
## 3255      0 Female 65.00            0            No          Yes      Govt_job
## 3256      0 Female 15.00            0            No           No       Private
## 3257      0 Female 17.00            0            No           No       Private
## 3258      0 Female 71.00            0            No          Yes       Private
## 3259      0 Female 42.00            0            No          Yes      Govt_job
## 3260      0   Male 30.00            0            No          Yes       Private
## 3261      0 Female 75.00            0            No          Yes Self-employed
## 3262      0   Male  9.00            0            No           No      children
## 3263      0   Male 47.00            0            No          Yes       Private
## 3264      0 Female 75.00            1            No           No Self-employed
## 3265      0 Female 61.00            0            No          Yes       Private
## 3266      0   Male 61.00            0            No          Yes Self-employed
## 3267      0 Female 27.00            0            No          Yes       Private
## 3268      0 Female 55.00            0            No          Yes       Private
## 3269      0 Female  2.00            0            No           No      children
## 3270      0 Female 51.00            0            No          Yes      Govt_job
## 3271      0 Female 45.00            0            No          Yes Self-employed
## 3272      0   Male 36.00            0            No          Yes       Private
## 3273      0   Male 46.00            0            No          Yes      Govt_job
## 3274      0 Female 48.00            0            No          Yes       Private
## 3275      0 Female 79.00            0            No          Yes Self-employed
## 3276      0 Female 50.00            0            No          Yes      Govt_job
## 3277      0 Female 79.00            0            No          Yes Self-employed
## 3278      0   Male 32.00            0            No          Yes       Private
## 3279      0 Female 36.00            0            No          Yes       Private
## 3280      0 Female 27.00            0            No          Yes       Private
## 3281      0 Female 22.00            0            No           No       Private
## 3282      0 Female  5.00            0            No           No      children
## 3283      0   Male  9.00            0            No           No      children
## 3284      0   Male 31.00            0            No           No       Private
## 3285      0 Female 26.00            0            No           No       Private
## 3286      0   Male 43.00            0            No           No      Govt_job
## 3287      0 Female 33.00            0            No          Yes       Private
## 3288      0   Male 34.00            0            No           No Self-employed
## 3289      0   Male 66.00            0            No          Yes      Govt_job
## 3290      0 Female 44.00            0            No          Yes       Private
## 3291      0 Female 56.00            0            No          Yes       Private
## 3292      0 Female 67.00            0            No          Yes Self-employed
## 3293      0   Male 18.00            0            No           No       Private
## 3294      0   Male 55.00            0            No          Yes       Private
## 3295      0   Male 61.00            0            No          Yes       Private
## 3296      0   Male  0.08            0            No           No      children
## 3297      0   Male 48.00            0            No           No Self-employed
## 3298      0   Male 44.00            0            No          Yes Self-employed
## 3299      0 Female 68.00            0            No          Yes       Private
## 3300      0   Male 52.00            0           Yes          Yes       Private
## 3301      0   Male 15.00            0            No           No      Govt_job
## 3302      0   Male  2.00            0            No           No      children
## 3303      0   Male 60.00            0            No          Yes       Private
## 3304      0 Female 37.00            0            No          Yes      Govt_job
## 3305      0 Female  5.00            0            No           No      children
## 3306      0 Female 25.00            0            No           No       Private
## 3307      0   Male 52.00            1            No          Yes      Govt_job
## 3308      0 Female 79.00            0            No          Yes Self-employed
## 3309      0   Male 61.00            1            No          Yes       Private
## 3310      0   Male 36.00            0            No          Yes       Private
## 3311      0   Male 34.00            0            No          Yes       Private
## 3312      0 Female  2.00            0            No           No      children
## 3313      0   Male 43.00            0            No          Yes       Private
## 3314      0 Female  1.48            0            No           No      children
## 3315      0 Female 49.00            0            No          Yes       Private
## 3316      0 Female  2.00            0            No           No      children
## 3317      0 Female 82.00            0            No          Yes Self-employed
## 3318      0 Female 81.00            1            No          Yes       Private
## 3319      0   Male 81.00            1           Yes           No       Private
## 3320      0 Female  1.08            0            No           No      children
## 3321      0   Male 60.00            0            No          Yes Self-employed
## 3322      0   Male  1.88            0            No           No      children
## 3323      0 Female 58.00            0            No           No       Private
## 3324      0 Female  8.00            0            No           No      children
## 3325      0 Female  9.00            0            No           No      children
## 3326      0 Female 34.00            0            No          Yes       Private
## 3327      0 Female 23.00            0            No           No       Private
## 3328      0 Female 74.00            0            No           No Self-employed
## 3329      0   Male 72.00            0           Yes          Yes Self-employed
## 3330      0   Male 47.00            0            No          Yes       Private
## 3331      0 Female 56.00            0            No          Yes       Private
## 3332      0   Male  5.00            0            No           No      children
## 3333      0   Male 27.00            0            No          Yes       Private
## 3334      0 Female 38.00            0            No          Yes       Private
## 3335      0   Male 13.00            0            No           No       Private
## 3336      0 Female 41.00            0            No          Yes       Private
## 3337      0 Female 50.00            0            No          Yes Self-employed
## 3338      0 Female 41.00            0            No          Yes       Private
## 3339      0   Male  6.00            0            No           No      children
## 3340      0 Female 62.00            0            No          Yes      Govt_job
## 3341      0   Male  4.00            0            No           No      children
## 3342      0 Female 59.00            0            No          Yes       Private
## 3343      0   Male 63.00            0            No          Yes Self-employed
## 3344      0   Male  9.00            0            No           No      children
## 3345      0   Male 41.00            0            No           No       Private
## 3346      0 Female 72.00            0           Yes           No Self-employed
## 3347      0 Female 45.00            0            No          Yes       Private
## 3348      0   Male 80.00            0            No          Yes      Govt_job
## 3349      0 Female 19.00            0            No           No       Private
## 3350      0   Male 37.00            0            No          Yes      Govt_job
## 3351      0 Female 58.00            1            No          Yes       Private
## 3352      0   Male 77.00            0            No          Yes       Private
## 3353      0   Male 38.00            0            No          Yes      Govt_job
## 3354      0   Male 49.00            0            No          Yes       Private
## 3355      0 Female 20.00            0            No           No       Private
## 3356      0   Male 23.00            0            No           No       Private
## 3357      0   Male 55.00            0            No           No      Govt_job
## 3358      0   Male 16.00            0            No           No      children
## 3359      0   Male 81.00            0           Yes           No Self-employed
## 3360      0 Female 23.00            0            No           No       Private
## 3361      0   Male 82.00            0           Yes          Yes Self-employed
## 3362      0   Male 48.00            0            No          Yes       Private
## 3363      0   Male 56.00            0            No          Yes       Private
## 3364      0   Male 61.00            0            No          Yes       Private
## 3365      0   Male 43.00            0            No          Yes       Private
## 3366      0 Female 39.00            0            No           No       Private
## 3367      0 Female 22.00            0            No          Yes       Private
## 3368      0   Male 41.00            0            No           No Self-employed
## 3369      0   Male 37.00            0            No          Yes       Private
## 3370      0 Female 65.00            0            No          Yes      Govt_job
## 3371      0 Female  8.00            0            No           No      children
## 3372      0 Female 51.00            0            No          Yes       Private
## 3373      0   Male 63.00            0            No          Yes       Private
## 3374      0 Female 48.00            0            No          Yes      Govt_job
## 3375      0 Female 17.00            0            No           No       Private
## 3376      0 Female 53.00            0            No          Yes       Private
## 3377      0 Female 75.00            0            No          Yes       Private
## 3378      0 Female 51.00            0            No          Yes Self-employed
## 3379      0   Male 51.00            0            No           No Self-employed
## 3380      0 Female 41.00            0            No          Yes       Private
## 3381      0 Female 75.00            1            No          Yes Self-employed
## 3382      0   Male 57.00            0            No          Yes       Private
## 3383      0 Female 33.00            0            No           No       Private
## 3384      0 Female 72.00            0            No          Yes      Govt_job
## 3385      0 Female 52.00            0            No          Yes       Private
## 3386      0   Male 11.00            0            No           No      children
## 3387      0 Female 28.00            0            No           No       Private
## 3388      0 Female 78.00            1            No           No Self-employed
## 3389      0 Female 82.00            0            No          Yes Self-employed
## 3390      0   Male 74.00            0            No          Yes       Private
## 3391      0 Female 31.00            0            No          Yes       Private
## 3392      0 Female 53.00            1            No          Yes       Private
## 3393      0   Male  0.24            0            No           No      children
## 3394      0 Female 67.00            1            No          Yes      Govt_job
## 3395      0 Female 17.00            0            No           No       Private
## 3396      0 Female 29.00            0            No          Yes       Private
## 3397      0 Female 56.00            1            No          Yes       Private
## 3398      0 Female 15.00            0            No           No      children
## 3399      0 Female 29.00            0            No           No       Private
## 3400      0 Female 79.00            1           Yes          Yes      Govt_job
## 3401      0 Female 82.00            1           Yes          Yes       Private
## 3402      0   Male 17.00            0            No           No      Govt_job
## 3403      0   Male  8.00            0            No           No      children
## 3404      0   Male 23.00            0            No           No       Private
## 3405      0 Female 36.00            0            No          Yes       Private
## 3406      0   Male 47.00            0            No          Yes       Private
## 3407      0   Male 24.00            0            No           No       Private
## 3408      0 Female 60.00            0            No          Yes      Govt_job
## 3409      0 Female 63.00            0            No          Yes       Private
## 3410      0   Male 44.00            0            No          Yes       Private
## 3411      0   Male 38.00            0            No          Yes       Private
## 3412      0 Female 26.00            0            No          Yes       Private
## 3413      0 Female 18.00            0            No           No       Private
## 3414      0   Male 18.00            0            No           No       Private
## 3415      0   Male 13.00            0            No           No       Private
## 3416      0   Male 13.00            0            No           No      children
## 3417      0 Female 47.00            0            No          Yes       Private
## 3418      0 Female 80.00            1            No          Yes Self-employed
## 3419      0 Female 24.00            0            No           No       Private
## 3420      0 Female 72.00            0            No          Yes      Govt_job
## 3421      0   Male  5.00            0            No           No      children
## 3422      0 Female 51.00            0            No          Yes      Govt_job
## 3423      0 Female 82.00            0            No          Yes Self-employed
## 3424      0   Male  5.00            0            No           No      children
## 3425      0   Male 66.00            0            No          Yes       Private
## 3426      0 Female 53.00            0            No           No       Private
## 3427      0 Female 15.00            0            No           No       Private
## 3428      0 Female 53.00            0            No          Yes       Private
## 3429      0 Female 78.00            0            No          Yes       Private
## 3430      0 Female 62.00            0            No          Yes       Private
## 3431      0   Male 41.00            0            No          Yes Self-employed
## 3432      0 Female 49.00            0            No          Yes       Private
## 3433      0 Female 41.00            0            No          Yes Self-employed
## 3434      0 Female 78.00            0            No          Yes       Private
## 3435      0   Male 14.00            0            No           No Self-employed
## 3436      0 Female  1.48            0            No           No      children
## 3437      0   Male 71.00            1           Yes          Yes Self-employed
## 3438      0   Male 32.00            0            No          Yes       Private
## 3439      0   Male 16.00            0            No           No       Private
## 3440      0 Female 68.00            0            No          Yes      Govt_job
## 3441      0   Male  0.56            0            No           No      children
## 3442      0 Female 59.00            0            No          Yes Self-employed
## 3443      0   Male 32.00            0            No          Yes       Private
## 3444      0   Male 58.00            0            No          Yes       Private
## 3445      0 Female 40.00            0            No          Yes Self-employed
## 3446      0 Female 41.00            0            No          Yes       Private
## 3447      0 Female 21.00            0            No           No       Private
## 3448      0 Female  1.88            0            No           No      children
## 3449      0   Male 55.00            0            No          Yes      Govt_job
## 3450      0 Female 67.00            0            No          Yes       Private
## 3451      0   Male 49.00            1            No          Yes Self-employed
## 3452      0 Female 42.00            0            No          Yes       Private
## 3453      0 Female 54.00            0            No          Yes Self-employed
## 3454      0 Female 25.00            0            No          Yes       Private
## 3455      0   Male 62.00            0            No          Yes       Private
## 3456      0   Male 75.00            0            No          Yes      Govt_job
## 3457      0 Female 72.00            1            No          Yes       Private
## 3458      0 Female 14.00            0            No           No       Private
## 3459      0 Female 38.00            0            No          Yes       Private
## 3460      0   Male 59.00            0            No          Yes      Govt_job
## 3461      0 Female 23.00            0            No           No       Private
## 3462      0 Female 63.00            1           Yes           No      Govt_job
## 3463      0   Male 82.00            0            No          Yes Self-employed
## 3464      0   Male 34.00            0            No          Yes       Private
## 3465      0 Female  8.00            0            No           No      children
## 3466      0 Female 28.00            0            No          Yes       Private
## 3467      0 Female 49.00            0            No          Yes      Govt_job
## 3468      0 Female 24.00            0            No          Yes       Private
## 3469      0   Male 17.00            0            No           No  Never_worked
## 3470      0 Female 69.00            1            No          Yes Self-employed
## 3471      0 Female 58.00            0            No          Yes Self-employed
## 3472      0   Male 50.00            0            No          Yes       Private
## 3473      0   Male  5.00            0            No           No      children
## 3474      0 Female 34.00            0            No          Yes       Private
## 3475      0 Female 64.00            0            No          Yes Self-employed
## 3476      0   Male 47.00            0            No          Yes       Private
## 3477      0 Female 61.00            0            No          Yes       Private
## 3478      0   Male 14.00            0            No           No      children
## 3479      0 Female 57.00            0            No          Yes       Private
## 3480      0   Male 53.00            0           Yes          Yes       Private
## 3481      0   Male 67.00            0            No          Yes       Private
## 3482      0 Female 57.00            0            No           No       Private
## 3483      0 Female 38.00            0            No          Yes      Govt_job
## 3484      0 Female 13.00            0            No           No      children
## 3485      0 Female 37.00            0            No          Yes       Private
## 3486      0   Male 39.00            1            No          Yes Self-employed
## 3487      0 Female 13.00            0            No           No       Private
## 3488      0   Male 57.00            0            No          Yes Self-employed
## 3489      0 Female 11.00            0            No           No      children
## 3490      0 Female 68.00            0            No          Yes       Private
## 3491      0   Male 79.00            1            No          Yes Self-employed
## 3492      0 Female 24.00            0            No           No       Private
## 3493      0 Female 44.00            0            No          Yes       Private
## 3494      0 Female 46.00            0            No          Yes       Private
## 3495      0 Female 66.00            0            No          Yes       Private
## 3496      0 Female 61.00            0            No          Yes Self-employed
## 3497      0 Female 16.00            0            No           No       Private
## 3498      0 Female 37.00            0            No          Yes       Private
## 3499      0 Female 43.00            0            No          Yes      Govt_job
## 3500      0 Female 27.00            0            No          Yes       Private
## 3501      0   Male 44.00            1            No          Yes Self-employed
## 3502      0   Male 14.00            0            No           No       Private
## 3503      0   Male 81.00            0           Yes          Yes Self-employed
## 3504      0   Male 52.00            0           Yes           No Self-employed
## 3505      0   Male 54.00            1            No          Yes      Govt_job
## 3506      0 Female 77.00            0            No          Yes Self-employed
## 3507      0   Male 27.00            0            No           No       Private
## 3508      0 Female 35.00            0            No          Yes Self-employed
## 3509      0 Female 30.00            0            No          Yes       Private
## 3510      0 Female 48.00            0            No          Yes Self-employed
## 3511      0 Female 15.00            0            No           No      children
## 3512      0 Female 26.00            0            No          Yes       Private
## 3513      0 Female 38.00            0            No          Yes       Private
## 3514      0   Male 29.00            0            No           No       Private
## 3515      0   Male 49.00            0            No          Yes       Private
## 3516      0 Female 55.00            0            No          Yes       Private
## 3517      0   Male 52.00            0            No          Yes       Private
## 3518      0   Male 49.00            0            No          Yes       Private
## 3519      0 Female 21.00            0            No           No       Private
## 3520      0 Female 24.00            0            No          Yes       Private
## 3521      0   Male 18.00            0            No           No Self-employed
## 3522      0   Male 52.00            0            No          Yes       Private
## 3523      0   Male 70.00            1            No          Yes       Private
## 3524      0 Female 51.00            0            No          Yes Self-employed
## 3525      0   Male 58.00            0            No          Yes       Private
## 3526      0 Female 46.00            0            No          Yes      Govt_job
## 3527      0 Female 79.00            0            No           No Self-employed
## 3528      0 Female 11.00            0            No           No      children
## 3529      0 Female 61.00            0            No          Yes       Private
## 3530      0   Male 51.00            0            No          Yes Self-employed
## 3531      0 Female 21.00            0            No           No       Private
## 3532      0 Female 71.00            0            No          Yes       Private
## 3533      0 Female 13.00            0            No           No       Private
## 3534      0   Male 16.00            0            No           No       Private
## 3535      0 Female 61.00            0            No          Yes       Private
## 3536      0 Female 49.00            0            No          Yes       Private
## 3537      0   Male 65.00            1            No          Yes      Govt_job
## 3538      0   Male 40.00            0            No           No      Govt_job
## 3539      0 Female 44.00            0            No          Yes       Private
## 3540      0   Male 11.00            0            No           No      children
## 3541      0 Female 20.00            0            No           No       Private
## 3542      0   Male 24.00            0            No           No      Govt_job
## 3543      0 Female 44.00            0            No          Yes Self-employed
## 3544      0   Male  5.00            0            No           No      children
## 3545      0   Male 41.00            0            No          Yes       Private
## 3546      0 Female 23.00            0            No           No       Private
## 3547      0 Female  7.00            0            No           No      children
## 3548      0 Female 74.00            0            No          Yes       Private
## 3549      0   Male 61.00            0            No          Yes      Govt_job
## 3550      0 Female 80.00            1            No          Yes       Private
## 3551      0 Female 35.00            0            No          Yes       Private
## 3552      0 Female 43.00            0            No          Yes       Private
## 3553      0   Male 25.00            0            No          Yes       Private
## 3554      0   Male 72.00            0           Yes          Yes Self-employed
## 3555      0 Female 45.00            0            No          Yes       Private
## 3556      0   Male  9.00            0            No           No      children
## 3557      0   Male 33.00            1            No          Yes       Private
## 3558      0   Male 53.00            0            No          Yes Self-employed
## 3559      0 Female 67.00            0            No          Yes       Private
## 3560      0   Male 59.00            0            No          Yes Self-employed
## 3561      0 Female  1.32            0            No           No      children
## 3562      0   Male 27.00            0            No           No      Govt_job
## 3563      0 Female 41.00            0            No          Yes Self-employed
## 3564      0   Male 64.00            0           Yes          Yes       Private
## 3565      0 Female 55.00            0           Yes          Yes       Private
## 3566      0 Female 40.00            0            No          Yes       Private
## 3567      0   Male 33.00            0            No          Yes       Private
## 3568      0 Female 33.00            0            No          Yes      Govt_job
## 3569      0   Male 39.00            1            No          Yes       Private
## 3570      0 Female 74.00            0            No          Yes Self-employed
## 3571      0   Male 38.00            0            No          Yes       Private
## 3572      0   Male 53.00            0            No          Yes      Govt_job
## 3573      0   Male 22.00            0            No           No       Private
## 3574      0 Female  5.00            0            No           No      children
## 3575      0   Male 24.00            0            No           No       Private
## 3576      0 Female 27.00            0            No          Yes       Private
## 3577      0   Male 41.00            0            No          Yes       Private
## 3578      0 Female 20.00            0            No           No       Private
## 3579      0 Female 71.00            1            No          Yes       Private
## 3580      0 Female 65.00            0            No           No      Govt_job
## 3581      0   Male 38.00            0            No          Yes       Private
## 3582      0 Female 25.00            0            No          Yes       Private
## 3583      0   Male 53.00            0            No          Yes      Govt_job
## 3584      0 Female 50.00            0            No          Yes Self-employed
## 3585      0 Female  1.24            0            No           No      children
## 3586      0 Female 55.00            0            No          Yes Self-employed
## 3587      0 Female 38.00            0            No          Yes       Private
## 3588      0 Female 72.00            1           Yes          Yes       Private
## 3589      0   Male 43.00            0            No          Yes       Private
## 3590      0   Male 30.00            0            No          Yes       Private
## 3591      0 Female 69.00            1            No          Yes       Private
## 3592      0 Female 61.00            0            No          Yes       Private
## 3593      0 Female 34.00            0            No          Yes Self-employed
## 3594      0 Female 43.00            0            No          Yes Self-employed
## 3595      0 Female 62.00            0            No          Yes       Private
## 3596      0   Male 48.00            0            No          Yes      Govt_job
## 3597      0 Female 37.00            0            No          Yes       Private
## 3598      0 Female 64.00            0            No          Yes      Govt_job
## 3599      0   Male 51.00            0            No          Yes       Private
## 3600      0   Male 69.00            1            No          Yes Self-employed
## 3601      0 Female 75.00            1            No          Yes Self-employed
## 3602      0 Female 27.00            0            No           No       Private
## 3603      0 Female 49.00            0            No           No      Govt_job
## 3604      0   Male 82.00            0            No           No Self-employed
## 3605      0 Female 36.00            0            No          Yes       Private
## 3606      0   Male  1.88            0            No           No      children
## 3607      0   Male 45.00            1            No          Yes Self-employed
## 3608      0 Female 64.00            0            No          Yes       Private
## 3609      0   Male 32.00            0            No           No       Private
## 3610      0 Female 15.00            0            No           No       Private
## 3611      0 Female  1.64            0            No           No      children
## 3612      0   Male 34.00            0            No          Yes       Private
## 3613      0   Male 17.00            0            No           No       Private
## 3614      0 Female 76.00            1            No          Yes Self-employed
## 3615      0   Male 61.00            0            No          Yes Self-employed
## 3616      0   Male 30.00            0            No          Yes       Private
## 3617      0 Female 18.00            0            No           No       Private
## 3618      0   Male 48.00            0            No          Yes       Private
## 3619      0   Male  0.16            0            No           No      children
## 3620      0 Female  4.00            0            No           No      children
## 3621      0   Male 38.00            0            No          Yes       Private
## 3622      0 Female 27.00            0            No          Yes       Private
## 3623      0 Female 50.00            0            No           No       Private
## 3624      0   Male 19.00            0            No           No       Private
## 3625      0   Male  8.00            0            No           No      children
## 3626      0   Male 78.00            0           Yes          Yes Self-employed
## 3627      0   Male  0.80            0            No           No      children
## 3628      0 Female 53.00            1            No          Yes       Private
## 3629      0 Female 73.00            1            No          Yes       Private
## 3630      0   Male 34.00            0            No          Yes       Private
## 3631      0   Male 58.00            0            No          Yes      Govt_job
## 3632      0 Female 62.00            0            No          Yes       Private
## 3633      0 Female 78.00            0            No           No Self-employed
## 3634      0 Female 51.00            0            No          Yes       Private
## 3635      0   Male 78.00            0            No          Yes      Govt_job
## 3636      0 Female 40.00            1            No          Yes       Private
## 3637      0 Female 35.00            0            No           No       Private
## 3638      0   Male 82.00            0            No          Yes       Private
## 3639      0 Female 46.00            0            No          Yes Self-employed
## 3640      0 Female 51.00            1            No          Yes       Private
## 3641      0 Female 53.00            0            No          Yes      Govt_job
## 3642      0   Male 55.00            0           Yes          Yes       Private
## 3643      0 Female 43.00            0            No          Yes      Govt_job
## 3644      0   Male 81.00            0            No          Yes       Private
## 3645      0   Male 12.00            0            No           No      children
## 3646      0 Female 20.00            0            No           No       Private
## 3647      0 Female 53.00            0            No          Yes       Private
## 3648      0 Female  1.32            0            No           No      children
## 3649      0 Female 22.00            0            No           No       Private
## 3650      0 Female 75.00            0            No          Yes Self-employed
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## 3653      0 Female 26.00            0            No           No       Private
## 3654      0 Female 14.00            0            No           No       Private
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## 3657      0 Female 42.00            0            No          Yes Self-employed
## 3658      0   Male  4.00            0            No           No      children
## 3659      0   Male 75.00            0            No          Yes      Govt_job
## 3660      0   Male 80.00            1            No          Yes      Govt_job
## 3661      0 Female 52.00            0            No          Yes       Private
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## 3663      0   Male 14.00            0            No           No      children
## 3664      0 Female 74.00            0            No          Yes Self-employed
## 3665      0   Male 58.00            0            No          Yes       Private
## 3666      0 Female 80.00            1            No          Yes       Private
## 3667      0 Female 31.00            0            No          Yes Self-employed
## 3668      0 Female 28.00            1            No          Yes      Govt_job
## 3669      0 Female 25.00            0            No          Yes       Private
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## 3671      0 Female 51.00            0            No          Yes      Govt_job
## 3672      0   Male 15.00            0            No           No      children
## 3673      0   Male 45.00            1            No           No       Private
## 3674      0   Male 53.00            0            No          Yes      Govt_job
## 3675      0   Male 69.00            0            No          Yes Self-employed
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## 3677      0 Female  4.00            0            No           No      children
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## 3679      0 Female  5.00            0            No           No      children
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## 3681      0   Male 78.00            0           Yes          Yes Self-employed
## 3682      0 Female 16.00            0            No           No       Private
## 3683      0 Female 69.00            0            No          Yes Self-employed
## 3684      0   Male 80.00            0           Yes          Yes Self-employed
## 3685      0 Female  7.00            0            No           No      children
## 3686      0 Female  2.00            0            No           No      children
## 3687      0 Female 80.00            1            No          Yes Self-employed
## 3688      0 Female 69.00            0            No          Yes Self-employed
## 3689      0   Male 58.00            1            No          Yes Self-employed
## 3690      0 Female 75.00            0            No          Yes Self-employed
## 3691      0 Female 60.00            0            No          Yes Self-employed
## 3692      0 Female 75.00            0            No          Yes Self-employed
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## 3694      0   Male 38.00            0            No           No       Private
## 3695      0   Male 28.00            0            No           No       Private
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## 3700      0 Female 45.00            0            No          Yes       Private
## 3701      0 Female 58.00            0            No          Yes       Private
## 3702      0 Female 57.00            0            No          Yes Self-employed
## 3703      0   Male 31.00            0            No           No       Private
## 3704      0   Male 43.00            0            No          Yes      Govt_job
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## 3724      0   Male 65.00            0            No          Yes       Private
## 3725      0   Male 61.00            0            No          Yes Self-employed
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## 3737      0   Male 71.00            1            No          Yes      Govt_job
## 3738      0 Female 73.00            0            No          Yes Self-employed
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## 3742      0 Female 41.00            0            No          Yes       Private
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## 3744      0 Female 46.00            0            No          Yes      Govt_job
## 3745      0   Male 15.00            0            No           No       Private
## 3746      0 Female 29.00            0            No           No       Private
## 3747      0   Male  8.00            0            No           No      children
## 3748      0 Female 21.00            0            No          Yes       Private
## 3749      0 Female 56.00            1            No           No Self-employed
## 3750      0 Female 14.00            0            No           No Self-employed
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## 3752      0 Female 36.00            0            No           No       Private
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## 3754      0   Male 79.00            1           Yes          Yes Self-employed
## 3755      0   Male 26.00            0            No           No      Govt_job
## 3756      0   Male 22.00            0            No          Yes       Private
## 3757      0   Male 72.00            0           Yes          Yes       Private
## 3758      0 Female 54.00            0            No          Yes       Private
## 3759      0   Male  8.00            0            No           No      children
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## 3766      0 Female 25.00            0            No           No       Private
## 3767      0 Female 25.00            0            No           No       Private
## 3768      0 Female 37.00            0            No          Yes      Govt_job
## 3769      0   Male 58.00            0            No          Yes       Private
## 3770      0   Male 45.00            0            No          Yes      Govt_job
## 3771      0 Female 60.00            0            No          Yes      Govt_job
## 3772      0   Male 66.00            0           Yes          Yes       Private
## 3773      0   Male 80.00            0            No          Yes Self-employed
## 3774      0 Female 38.00            0            No          Yes      Govt_job
## 3775      0 Female 11.00            0            No           No      children
## 3776      0 Female 63.00            0            No          Yes       Private
## 3777      0   Male 19.00            0            No           No       Private
## 3778      0 Female 17.00            0            No           No       Private
## 3779      0 Female 19.00            0            No           No       Private
## 3780      0 Female 40.00            0            No          Yes      Govt_job
## 3781      0   Male 49.00            0            No          Yes       Private
## 3782      0 Female 69.00            0           Yes           No       Private
## 3783      0 Female 46.00            0            No          Yes Self-employed
## 3784      0   Male 78.00            0            No          Yes Self-employed
## 3785      0 Female 63.00            0           Yes          Yes       Private
## 3786      0 Female  3.00            0            No           No      children
## 3787      0 Female  1.80            0            No           No      children
## 3788      0 Female 18.00            0            No           No       Private
## 3789      0 Female 46.00            0            No          Yes       Private
## 3790      0 Female  8.00            0            No           No      children
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## 3792      0 Female 38.00            0            No          Yes      Govt_job
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## 3794      0 Female 24.00            0            No           No       Private
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## 3797      0   Male 12.00            0            No           No      children
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## 3799      0   Male  5.00            0            No           No      children
## 3800      0 Female 40.00            0            No          Yes       Private
## 3801      0 Female 19.00            0            No           No       Private
## 3802      0 Female 28.00            0            No          Yes       Private
## 3803      0 Female 61.00            0            No          Yes       Private
## 3804      0 Female 44.00            1            No          Yes       Private
## 3805      0   Male 50.00            0            No          Yes      Govt_job
## 3806      0 Female 50.00            0           Yes          Yes      Govt_job
## 3807      0 Female 18.00            0            No           No       Private
## 3808      0   Male  1.64            0            No           No      children
## 3809      0 Female 37.00            0            No           No      Govt_job
## 3810      0 Female  5.00            0            No           No      children
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## 3812      0 Female 65.00            0            No          Yes      Govt_job
## 3813      0 Female 26.00            0            No           No      Govt_job
## 3814      0   Male 42.00            0            No          Yes      Govt_job
## 3815      0 Female 34.00            0            No          Yes       Private
## 3816      0 Female 45.00            0            No          Yes      Govt_job
## 3817      0   Male 43.00            0            No          Yes      Govt_job
## 3818      0 Female 40.00            0            No           No       Private
## 3819      0   Male 35.00            0            No           No       Private
## 3820      0 Female  2.00            0            No           No      children
## 3821      0 Female 61.00            0            No          Yes       Private
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## 3823      0 Female 32.00            0            No          Yes       Private
## 3824      0   Male 23.00            0            No           No       Private
## 3825      0 Female 51.00            0            No          Yes Self-employed
## 3826      0 Female 52.00            0            No          Yes       Private
## 3827      0 Female 75.00            0            No          Yes      Govt_job
## 3828      0 Female 40.00            0            No          Yes       Private
## 3829      0   Male 39.00            0            No          Yes      Govt_job
## 3830      0   Male  6.00            0            No           No      children
## 3831      0 Female 32.00            0            No          Yes       Private
## 3832      0 Female 55.00            0            No           No Self-employed
## 3833      0 Female 23.00            0            No           No       Private
## 3834      0 Female 52.00            0            No          Yes       Private
## 3835      0   Male 58.00            1            No          Yes       Private
## 3836      0   Male 17.00            0            No           No       Private
## 3837      0   Male  3.00            0            No           No      children
## 3838      0 Female 23.00            0            No           No       Private
## 3839      0   Male 56.00            0            No          Yes Self-employed
## 3840      0   Male 45.00            0            No           No Self-employed
## 3841      0 Female 14.00            0            No           No       Private
## 3842      0 Female 45.00            0            No          Yes       Private
## 3843      0 Female 57.00            0            No          Yes       Private
## 3844      0 Female 35.00            0            No          Yes       Private
## 3845      0 Female  8.00            0            No           No      children
## 3846      0 Female 42.00            0            No          Yes      Govt_job
## 3847      0   Male  8.00            0            No           No      children
## 3848      0   Male 62.00            0            No          Yes       Private
## 3849      0 Female 43.00            0            No          Yes       Private
## 3850      0 Female  8.00            0            No           No      children
## 3851      0   Male 40.00            0            No          Yes Self-employed
## 3852      0   Male  2.00            0            No           No      children
## 3853      0 Female 27.00            0            No           No       Private
## 3854      0 Female 47.00            0            No          Yes Self-employed
## 3855      0 Female 53.00            0            No           No      Govt_job
## 3856      0   Male 62.00            0            No          Yes      Govt_job
## 3857      0   Male 50.00            0            No          Yes Self-employed
## 3858      0   Male 26.00            0            No           No       Private
## 3859      0 Female 19.00            0            No           No       Private
## 3860      0   Male  0.32            0            No           No      children
## 3861      0 Female 45.00            0            No          Yes      Govt_job
## 3862      0   Male 45.00            0            No          Yes       Private
## 3863      0 Female 54.00            0            No          Yes       Private
## 3864      0   Male 64.00            1            No          Yes       Private
## 3865      0   Male  2.00            0            No           No      children
## 3866      0 Female 66.00            0            No          Yes      Govt_job
## 3867      0 Female 73.00            0            No          Yes       Private
## 3868      0 Female 31.00            0            No           No       Private
## 3869      0 Female  1.88            0            No           No      children
## 3870      0 Female 58.00            0            No          Yes       Private
## 3871      0   Male 12.00            0            No           No      children
## 3872      0 Female 60.00            1            No          Yes       Private
## 3873      0   Male 32.00            1            No           No      Govt_job
## 3874      0   Male 23.00            0            No           No       Private
## 3875      0   Male 26.00            0            No           No       Private
## 3876      0   Male 36.00            0            No          Yes       Private
## 3877      0 Female  3.00            0            No           No      children
## 3878      0   Male 21.00            0            No           No       Private
## 3879      0 Female 67.00            0            No          Yes       Private
## 3880      0 Female 35.00            0            No          Yes      Govt_job
## 3881      0 Female 26.00            0            No           No       Private
## 3882      0 Female 47.00            0            No          Yes Self-employed
## 3883      0   Male 81.00            1           Yes          Yes      Govt_job
## 3884      0 Female  1.64            0            No           No      children
## 3885      0   Male 52.00            0            No          Yes      Govt_job
## 3886      0 Female 28.00            0           Yes          Yes       Private
## 3887      0 Female 45.00            0            No          Yes       Private
## 3888      0   Male 20.00            0            No           No       Private
## 3889      0   Male  1.56            0            No           No      children
## 3890      0 Female 65.00            0            No           No       Private
## 3891      0   Male 45.00            1            No          Yes Self-employed
## 3892      0   Male 77.00            0            No          Yes Self-employed
## 3893      0   Male 37.00            0            No          Yes      Govt_job
## 3894      0 Female 50.00            0            No          Yes       Private
## 3895      0 Female  0.56            0            No           No      children
## 3896      0 Female 30.00            0            No          Yes       Private
## 3897      0 Female 31.00            0            No           No       Private
## 3898      0   Male  4.00            0            No           No      children
## 3899      0   Male 65.00            1            No          Yes       Private
## 3900      0 Female 68.00            0            No          Yes Self-employed
## 3901      0 Female 63.00            1            No          Yes       Private
## 3902      0   Male 46.00            0            No           No       Private
## 3903      0 Female 54.00            0            No          Yes       Private
## 3904      0   Male 66.00            0            No          Yes       Private
## 3905      0 Female 29.00            0            No          Yes      Govt_job
## 3906      0   Male 78.00            0            No          Yes       Private
## 3907      0   Male 56.00            0            No          Yes      Govt_job
## 3908      0 Female 57.00            0            No          Yes       Private
## 3909      0 Female  2.00            0            No           No      children
## 3910      0   Male 49.00            0            No          Yes       Private
## 3911      0   Male 31.00            0            No          Yes      Govt_job
## 3912      0 Female 47.00            0            No          Yes       Private
## 3913      0   Male 37.00            0            No          Yes      Govt_job
## 3914      0 Female 79.00            0            No          Yes       Private
## 3915      0 Female 65.00            0            No          Yes       Private
## 3916      0   Male 61.00            0            No          Yes       Private
## 3917      0 Female 66.00            0            No          Yes       Private
## 3918      0   Male 24.00            0            No           No       Private
## 3919      0   Male 66.00            0            No          Yes Self-employed
## 3920      0 Female 64.00            1            No          Yes       Private
## 3921      0 Female 38.00            0            No          Yes       Private
## 3922      0 Female  7.00            0            No           No      children
## 3923      0 Female 63.00            0            No          Yes       Private
## 3924      0   Male 71.00            0            No          Yes       Private
## 3925      0   Male 18.00            0            No           No       Private
## 3926      0 Female 65.00            0            No          Yes       Private
## 3927      0   Male 57.00            0            No          Yes       Private
## 3928      0 Female 62.00            0            No          Yes       Private
## 3929      0   Male  1.80            0            No           No      children
## 3930      0   Male 35.00            0            No           No       Private
## 3931      0 Female 50.00            0            No          Yes      Govt_job
## 3932      0 Female 73.00            1            No           No Self-employed
## 3933      0 Female 23.00            0            No           No       Private
## 3934      0 Female 32.00            0            No          Yes      Govt_job
## 3935      0 Female 38.00            0            No          Yes       Private
## 3936      0 Female 50.00            0            No          Yes Self-employed
## 3937      0 Female 39.00            0            No          Yes       Private
## 3938      0 Female  7.00            0            No           No      children
## 3939      0 Female 15.00            0            No           No      children
## 3940      0   Male 67.00            0            No          Yes       Private
## 3941      0   Male  8.00            0            No           No      children
## 3942      0 Female 32.00            0            No          Yes       Private
## 3943      0   Male  5.00            0            No           No      children
## 3944      0   Male 56.00            1            No          Yes       Private
## 3945      0   Male 49.00            0            No           No       Private
## 3946      0 Female 75.00            0           Yes          Yes Self-employed
## 3947      0 Female 11.00            0            No           No      children
## 3948      0   Male 61.00            0            No          Yes Self-employed
## 3949      0   Male 76.00            0            No          Yes Self-employed
## 3950      0 Female 34.00            0            No          Yes       Private
## 3951      0   Male 20.00            0            No           No       Private
## 3952      0 Female 79.00            1            No          Yes Self-employed
## 3953      0 Female 24.00            0            No           No       Private
## 3954      0 Female 39.00            0            No          Yes Self-employed
## 3955      0 Female 55.00            0            No          Yes      Govt_job
## 3956      0 Female 16.00            0            No           No       Private
## 3957      0   Male 36.00            0            No           No       Private
## 3958      0 Female 38.00            0            No          Yes Self-employed
## 3959      0   Male 20.00            0            No           No       Private
## 3960      0 Female 38.00            0            No           No       Private
## 3961      0 Female 52.00            0            No          Yes       Private
## 3962      0   Male 49.00            0            No          Yes       Private
## 3963      0 Female 80.00            0            No          Yes Self-employed
## 3964      0   Male 75.00            0            No          Yes       Private
## 3965      0 Female 13.00            0            No           No       Private
## 3966      0 Female 54.00            1            No          Yes       Private
## 3967      0   Male 28.00            0            No           No       Private
## 3968      0 Female 61.00            0            No          Yes       Private
## 3969      0   Male  0.16            0            No           No      children
## 3970      0   Male 59.00            0            No           No      Govt_job
## 3971      0   Male 12.00            0            No           No      children
## 3972      0 Female 38.00            0            No           No       Private
## 3973      0   Male 15.00            0            No           No  Never_worked
## 3974      0   Male 31.00            0            No          Yes Self-employed
## 3975      0   Male 52.00            1            No          Yes       Private
## 3976      0 Female 61.00            0            No          Yes Self-employed
## 3977      0   Male 50.00            0            No          Yes       Private
## 3978      0 Female 41.00            0            No          Yes       Private
## 3979      0   Male 20.00            0            No           No       Private
## 3980      0   Male 67.00            0            No          Yes       Private
## 3981      0 Female 45.00            0            No          Yes       Private
## 3982      0   Male 73.00            0            No          Yes      Govt_job
## 3983      0 Female 52.00            0            No          Yes       Private
## 3984      0 Female 51.00            0            No          Yes       Private
## 3985      0 Female 56.00            0            No          Yes Self-employed
## 3986      0 Female 49.00            0            No          Yes Self-employed
## 3987      0   Male 10.00            0            No           No      children
## 3988      0 Female 51.00            0            No          Yes      Govt_job
## 3989      0   Male 57.00            0            No          Yes Self-employed
## 3990      0   Male 76.00            0            No          Yes       Private
## 3991      0 Female 28.00            0            No           No       Private
## 3992      0 Female 57.00            0            No          Yes       Private
## 3993      0   Male 39.00            0            No          Yes       Private
## 3994      0 Female 41.00            0            No          Yes       Private
## 3995      0 Female 72.00            1           Yes          Yes       Private
## 3996      0   Male 45.00            0            No          Yes       Private
## 3997      0   Male 33.00            0            No          Yes       Private
## 3998      0   Male 62.00            0           Yes          Yes       Private
## 3999      0 Female 27.00            0            No          Yes       Private
## 4000      0 Female 31.00            0            No          Yes       Private
## 4001      0 Female 24.00            0            No          Yes       Private
## 4002      0   Male  1.88            0            No           No      children
## 4003      0 Female 28.00            0            No           No       Private
## 4004      0 Female 24.00            0            No           No       Private
## 4005      0 Female 30.00            0            No          Yes      Govt_job
## 4006      0   Male 38.00            0            No          Yes      Govt_job
## 4007      0 Female  1.64            0            No           No      children
## 4008      0   Male  0.72            0            No           No      children
## 4009      0   Male 57.00            0            No          Yes       Private
## 4010      0 Female 27.00            0            No           No      Govt_job
## 4011      0 Female 30.00            0            No          Yes Self-employed
## 4012      0   Male 42.00            0            No          Yes       Private
## 4013      0   Male 36.00            0            No          Yes       Private
## 4014      0   Male 44.00            1            No          Yes       Private
## 4015      0   Male 59.00            0            No          Yes      Govt_job
## 4016      0 Female 61.00            0            No          Yes      Govt_job
## 4017      0 Female 18.00            0            No           No      Govt_job
## 4018      0 Female 44.00            0            No          Yes       Private
## 4019      0   Male 16.00            0            No           No      children
## 4020      0   Male 13.00            0            No           No      children
## 4021      0   Male  9.00            0            No           No      children
## 4022      0   Male  0.16            0            No           No      children
## 4023      0 Female 81.00            1            No          Yes Self-employed
## 4024      0 Female 38.00            0            No          Yes       Private
## 4025      0 Female 58.00            0            No          Yes Self-employed
## 4026      0   Male  5.00            0            No           No      children
## 4027      0 Female 64.00            0            No          Yes      Govt_job
## 4028      0 Female 38.00            0            No          Yes      Govt_job
## 4029      0 Female 56.00            0            No          Yes       Private
## 4030      0   Male 58.00            0            No          Yes      Govt_job
## 4031      0   Male  9.00            0            No           No      children
## 4032      0 Female 34.00            0            No          Yes       Private
## 4033      0 Female 79.00            0            No          Yes       Private
## 4034      0   Male 62.00            1            No          Yes Self-employed
## 4035      0 Female 60.00            0            No          Yes       Private
## 4036      0 Female 42.00            0            No           No       Private
## 4037      0 Female 59.00            0            No          Yes Self-employed
## 4038      0 Female 54.00            0            No          Yes       Private
## 4039      0   Male 59.00            0            No          Yes       Private
## 4040      0   Male 15.00            0            No           No      children
## 4041      0 Female 14.00            0            No           No      children
## 4042      0   Male  5.00            0            No           No      children
## 4043      0   Male 17.00            0            No           No       Private
## 4044      0 Female 13.00            0            No           No      children
## 4045      0 Female 48.00            0            No          Yes Self-employed
## 4046      0   Male 37.00            0            No          Yes      Govt_job
## 4047      0 Female 69.00            0           Yes          Yes       Private
## 4048      0 Female 74.00            0            No          Yes       Private
## 4049      0   Male 54.00            0            No          Yes       Private
## 4050      0 Female 64.00            0           Yes          Yes       Private
## 4051      0 Female 26.00            0            No           No       Private
## 4052      0   Male 55.00            0            No          Yes      Govt_job
## 4053      0 Female 74.00            0            No          Yes Self-employed
## 4054      0 Female  0.48            0            No           No      children
## 4055      0 Female 41.00            0           Yes           No       Private
## 4056      0   Male 68.00            0           Yes          Yes       Private
## 4057      0   Male  9.00            0            No           No      children
## 4058      0 Female 36.00            0            No          Yes       Private
## 4059      0   Male 17.00            0            No           No       Private
## 4060      0   Male 24.00            0            No          Yes       Private
## 4061      0 Female 69.00            0            No          Yes Self-employed
## 4062      0   Male 38.00            0            No          Yes      Govt_job
## 4063      0 Female 69.00            0            No          Yes       Private
## 4064      0 Female 32.00            0            No           No       Private
## 4065      0 Female 25.00            0            No           No       Private
## 4066      0   Male  2.00            0            No           No      children
## 4067      0   Male 79.00            0            No           No Self-employed
## 4068      0 Female 28.00            0            No          Yes       Private
## 4069      0 Female 16.00            0            No           No  Never_worked
## 4070      0   Male 31.00            0            No          Yes       Private
## 4071      0   Male 66.00            0            No          Yes Self-employed
## 4072      0 Female 57.00            1            No          Yes       Private
## 4073      0 Female 61.00            0            No          Yes       Private
## 4074      0 Female 74.00            0            No          Yes Self-employed
## 4075      0 Female 70.00            0            No          Yes      Govt_job
## 4076      0 Female  8.00            0            No           No      children
## 4077      0 Female 49.00            0            No          Yes       Private
## 4078      0   Male 30.00            0            No          Yes      Govt_job
## 4079      0   Male 51.00            0            No           No Self-employed
## 4080      0 Female 10.00            0            No           No      children
## 4081      0 Female 34.00            0            No          Yes       Private
## 4082      0   Male 40.00            0            No          Yes       Private
## 4083      0   Male  3.00            0            No           No      children
## 4084      0 Female 45.00            0            No          Yes Self-employed
## 4085      0   Male  4.00            0            No           No      children
## 4086      0   Male 52.00            0           Yes          Yes       Private
## 4087      0   Male 68.00            0           Yes          Yes       Private
## 4088      0 Female  8.00            0            No           No      children
## 4089      0 Female 82.00            0           Yes          Yes Self-employed
## 4090      0   Male 36.00            0            No          Yes      Govt_job
## 4091      0 Female 42.00            0            No          Yes      Govt_job
## 4092      0 Female 27.00            0            No           No      Govt_job
## 4093      0   Male 55.00            0            No          Yes      Govt_job
## 4094      0 Female 31.00            0            No          Yes Self-employed
## 4095      0   Male 82.00            0            No          Yes Self-employed
## 4096      0 Female 57.00            0            No          Yes Self-employed
## 4097      0 Female 78.00            0           Yes          Yes       Private
## 4098      0   Male 55.00            0            No          Yes Self-employed
## 4099      0   Male 51.00            0            No          Yes       Private
## 4100      0   Male 80.00            0            No           No       Private
## 4101      0 Female 17.00            0            No           No       Private
## 4102      0 Female 61.00            0            No          Yes       Private
## 4103      0 Female 62.00            0            No          Yes      Govt_job
## 4104      0 Female 14.00            0            No           No Self-employed
## 4105      0 Female 62.00            0            No          Yes       Private
## 4106      0 Female 56.00            0            No           No Self-employed
## 4107      0   Male 41.00            0            No          Yes      Govt_job
## 4108      0 Female 59.00            0            No          Yes Self-employed
## 4109      0   Male 29.00            0            No          Yes       Private
## 4110      0   Male 39.00            0            No          Yes       Private
## 4111      0   Male 66.00            0            No          Yes Self-employed
## 4112      0 Female 35.00            0            No          Yes       Private
## 4113      0 Female 36.00            0            No          Yes       Private
## 4114      0   Male 35.00            0            No          Yes       Private
## 4115      0   Male 26.00            0            No           No       Private
## 4116      0 Female 31.00            0            No           No       Private
## 4117      0 Female 56.00            0            No          Yes Self-employed
## 4118      0 Female 36.00            0            No          Yes      Govt_job
## 4119      0 Female 41.00            0            No          Yes      Govt_job
## 4120      0 Female 50.00            0            No          Yes       Private
## 4121      0 Female 42.00            0            No          Yes       Private
## 4122      0   Male 79.00            0            No          Yes Self-employed
## 4123      0   Male 57.00            0            No          Yes       Private
## 4124      0   Male 68.00            0           Yes          Yes       Private
## 4125      0 Female 25.00            0            No          Yes       Private
## 4126      0   Male 69.00            0            No          Yes       Private
## 4127      0 Female 42.00            0            No          Yes       Private
## 4128      0   Male 37.00            0            No          Yes      Govt_job
## 4129      0 Female  2.00            0            No           No      children
## 4130      0 Female 78.00            0            No          Yes Self-employed
## 4131      0 Female 36.00            0            No          Yes       Private
## 4132      0   Male 10.00            0            No           No      children
## 4133      0   Male 39.00            1            No          Yes       Private
## 4134      0   Male  4.00            0            No           No      children
## 4135      0 Female 48.00            0            No          Yes       Private
## 4136      0   Male 72.00            0            No          Yes Self-employed
## 4137      0   Male 63.00            0           Yes           No       Private
## 4138      0 Female 28.00            0            No          Yes       Private
## 4139      0 Female 80.00            0            No          Yes Self-employed
## 4140      0   Male 49.00            0            No          Yes       Private
## 4141      0   Male 57.00            0            No           No       Private
## 4142      0 Female 59.00            0            No          Yes       Private
## 4143      0 Female 43.00            0            No          Yes       Private
## 4144      0 Female 47.00            0            No          Yes       Private
## 4145      0   Male 54.00            0            No          Yes Self-employed
## 4146      0   Male 57.00            0            No          Yes       Private
## 4147      0   Male 56.00            0            No          Yes       Private
## 4148      0   Male 66.00            0           Yes           No      Govt_job
## 4149      0   Male 18.00            0            No           No      Govt_job
## 4150      0 Female 81.00            1           Yes          Yes Self-employed
## 4151      0   Male 30.00            0            No          Yes       Private
## 4152      0   Male  8.00            0            No           No      children
## 4153      0   Male 55.00            0            No          Yes Self-employed
## 4154      0   Male 79.00            1            No          Yes Self-employed
## 4155      0 Female 49.00            0            No          Yes       Private
## 4156      0 Female 53.00            1            No          Yes       Private
## 4157      0 Female 26.00            0            No          Yes       Private
## 4158      0 Female 14.00            0            No           No      children
## 4159      0   Male 25.00            0            No           No       Private
## 4160      0 Female 20.00            0            No           No       Private
## 4161      0 Female 18.00            0            No           No  Never_worked
## 4162      0   Male 38.00            0            No          Yes       Private
## 4163      0 Female 72.00            0           Yes          Yes Self-employed
## 4164      0 Female 52.00            0            No          Yes       Private
## 4165      0 Female 82.00            1            No          Yes       Private
## 4166      0   Male 71.00            0           Yes          Yes       Private
## 4167      0   Male 46.00            0            No          Yes       Private
## 4168      0 Female 33.00            0            No          Yes       Private
## 4169      0 Female 37.00            0            No          Yes       Private
## 4170      0 Female 54.00            0            No          Yes       Private
## 4171      0 Female  5.00            0            No           No      children
## 4172      0   Male 45.00            0            No          Yes       Private
## 4173      0   Male 14.00            0            No           No      children
## 4174      0   Male  5.00            0            No           No      children
## 4175      0 Female 35.00            0            No          Yes Self-employed
## 4176      0 Female 20.00            0            No          Yes       Private
## 4177      0   Male 51.00            0            No          Yes       Private
## 4178      0   Male 40.00            0            No          Yes      Govt_job
## 4179      0 Female 79.00            0            No          Yes      Govt_job
## 4180      0   Male 61.00            0            No          Yes Self-employed
## 4181      0   Male 33.00            0            No          Yes       Private
## 4182      0 Female 27.00            0            No          Yes       Private
## 4183      0 Female 28.00            0            No           No       Private
## 4184      0 Female 67.00            0            No          Yes Self-employed
## 4185      0 Female 35.00            0            No          Yes       Private
## 4186      0 Female 78.00            0            No          Yes       Private
## 4187      0 Female 20.00            0            No           No       Private
## 4188      0 Female 43.00            0            No          Yes       Private
## 4189      0 Female 27.00            0            No          Yes       Private
## 4190      0 Female 45.00            0            No          Yes       Private
## 4191      0 Female 11.00            0            No           No      children
## 4192      0 Female 31.00            0            No          Yes       Private
## 4193      0 Female 30.00            0            No           No       Private
## 4194      0 Female 27.00            0            No           No       Private
## 4195      0 Female 34.00            0            No          Yes       Private
## 4196      0   Male 19.00            0            No           No       Private
## 4197      0 Female  3.00            0            No           No      children
## 4198      0   Male 53.00            0           Yes          Yes       Private
## 4199      0   Male 81.00            0            No          Yes Self-employed
## 4200      0 Female 44.00            0            No          Yes       Private
## 4201      0 Female 59.00            0            No          Yes Self-employed
## 4202      0   Male 43.00            0            No          Yes       Private
## 4203      0   Male 32.00            1            No           No       Private
## 4204      0 Female  5.00            0            No           No      children
## 4205      0 Female 31.00            0            No          Yes       Private
## 4206      0   Male 47.00            0            No          Yes       Private
## 4207      0 Female 12.00            0            No           No      children
## 4208      0   Male 40.00            0            No          Yes       Private
## 4209      0 Female 49.00            0            No          Yes      Govt_job
## 4210      0   Male 38.00            1            No          Yes       Private
## 4211      0 Female 15.00            0            No           No      children
## 4212      0 Female 81.00            0           Yes           No Self-employed
## 4213      0   Male 48.00            0            No          Yes       Private
## 4214      0 Female 24.00            0            No           No       Private
## 4215      0   Male 47.00            0            No          Yes Self-employed
## 4216      0 Female 13.00            0            No           No      children
## 4217      0 Female 16.00            0            No           No       Private
## 4218      0   Male 64.00            1            No          Yes Self-employed
## 4219      0 Female 11.00            0            No           No      children
## 4220      0 Female 55.00            0            No          Yes      Govt_job
## 4221      0   Male 38.00            0            No          Yes       Private
## 4222      0   Male 37.00            0            No          Yes       Private
## 4223      0 Female 34.00            0            No          Yes       Private
## 4224      0 Female 52.00            0            No          Yes Self-employed
## 4225      0 Female 50.00            0            No          Yes       Private
## 4226      0 Female 37.00            0            No          Yes       Private
## 4227      0 Female 55.00            0            No          Yes Self-employed
## 4228      0 Female  2.00            0            No           No      children
## 4229      0   Male 68.00            0            No          Yes Self-employed
## 4230      0 Female 27.00            0            No           No       Private
## 4231      0 Female 17.00            0            No           No       Private
## 4232      0 Female 53.00            1            No          Yes      Govt_job
## 4233      0   Male  5.00            0            No           No      children
## 4234      0 Female  3.00            0            No           No      children
## 4235      0 Female 20.00            0            No           No       Private
## 4236      0   Male 19.00            0            No           No       Private
## 4237      0 Female 31.00            0            No          Yes       Private
## 4238      0 Female 63.00            0            No          Yes Self-employed
## 4239      0 Female 49.00            0           Yes          Yes       Private
## 4240      0 Female 72.00            0            No          Yes Self-employed
## 4241      0 Female 50.00            1            No          Yes       Private
## 4242      0   Male 41.00            0            No          Yes Self-employed
## 4243      0   Male 40.00            0            No          Yes      Govt_job
## 4244      0   Male 17.00            0            No           No       Private
## 4245      0   Male  3.00            0            No           No      children
## 4246      0 Female 33.00            0            No           No       Private
## 4247      0 Female 12.00            0            No           No      children
## 4248      0   Male 23.00            0            No           No       Private
## 4249      0   Male 31.00            0            No           No      Govt_job
## 4250      0 Female 65.00            0            No          Yes Self-employed
## 4251      0 Female 43.00            0            No          Yes       Private
## 4252      0 Female 22.00            0            No           No       Private
## 4253      0   Male  7.00            0            No           No      children
## 4254      0 Female 81.00            0            No          Yes Self-employed
## 4255      0 Female 10.00            0            No           No      children
## 4256      0 Female 18.00            0            No           No       Private
## 4257      0 Female  5.00            0            No           No      children
## 4258      0 Female 24.00            0            No           No Self-employed
## 4259      0 Female 45.00            0            No          Yes Self-employed
## 4260      0 Female 46.00            1            No          Yes       Private
## 4261      0   Male 64.00            0            No          Yes       Private
## 4262      0   Male 25.00            0            No           No       Private
## 4263      0 Female 12.00            0            No           No      children
## 4264      0   Male 81.00            1            No          Yes       Private
## 4265      0   Male 65.00            0            No          Yes Self-employed
## 4266      0 Female 40.00            0            No          Yes       Private
## 4267      0   Male 81.00            0            No           No       Private
## 4268      0   Male 36.00            0            No          Yes       Private
## 4269      0 Female 32.00            0            No          Yes Self-employed
## 4270      0   Male 31.00            0            No           No       Private
## 4271      0   Male 55.00            0            No          Yes       Private
## 4272      0   Male 39.00            0            No          Yes       Private
## 4273      0 Female 17.00            0            No           No       Private
## 4274      0 Female 31.00            0            No           No      Govt_job
## 4275      0 Female 36.00            0            No          Yes Self-employed
## 4276      0 Female  5.00            0            No           No      children
## 4277      0 Female 29.00            0            No           No Self-employed
## 4278      0 Female  2.00            0            No           No      children
## 4279      0 Female 62.00            0            No          Yes Self-employed
## 4280      0 Female 45.00            0            No          Yes      Govt_job
## 4281      0 Female 18.00            0            No           No       Private
## 4282      0 Female 29.00            0            No          Yes       Private
## 4283      0 Female 52.00            0            No          Yes       Private
## 4284      0   Male 59.00            1            No          Yes      Govt_job
## 4285      0   Male 69.00            1           Yes          Yes       Private
## 4286      0 Female 71.00            0            No          Yes       Private
## 4287      0   Male  3.00            0            No           No      children
## 4288      0   Male 33.00            0            No          Yes      Govt_job
## 4289      0 Female 43.00            1            No          Yes      Govt_job
## 4290      0   Male 39.00            0            No          Yes       Private
## 4291      0 Female 60.00            0            No          Yes       Private
## 4292      0 Female 54.00            0            No          Yes      Govt_job
## 4293      0   Male 61.00            0            No          Yes Self-employed
## 4294      0   Male  0.24            0            No           No      children
## 4295      0 Female 11.00            0            No           No      children
## 4296      0 Female 75.00            0            No          Yes      Govt_job
## 4297      0 Female 64.00            0            No          Yes       Private
## 4298      0 Female 78.00            0            No           No      Govt_job
## 4299      0 Female 14.00            0            No           No       Private
## 4300      0 Female 66.00            0            No          Yes Self-employed
## 4301      0   Male 48.00            0            No          Yes       Private
## 4302      0 Female 44.00            0            No          Yes       Private
## 4303      0   Male 30.00            0            No           No       Private
## 4304      0   Male  1.48            0            No           No      children
## 4305      0 Female 61.00            0            No          Yes Self-employed
## 4306      0 Female 54.00            0            No          Yes      Govt_job
## 4307      0 Female 22.00            0            No           No      Govt_job
## 4308      0   Male 47.00            0            No          Yes       Private
## 4309      0 Female 67.00            0            No          Yes       Private
## 4310      0   Male 53.00            0            No          Yes       Private
## 4311      0 Female 45.00            0            No          Yes      Govt_job
## 4312      0 Female 65.00            0            No          Yes       Private
## 4313      0   Male 39.00            1            No          Yes       Private
## 4314      0   Male 57.00            0            No          Yes       Private
## 4315      0 Female 45.00            0            No          Yes Self-employed
## 4316      0 Female 28.00            0            No          Yes       Private
## 4317      0   Male 30.00            0            No           No       Private
## 4318      0 Female 31.00            0            No          Yes       Private
## 4319      0 Female 70.00            0            No          Yes       Private
## 4320      0 Female 17.00            0            No           No       Private
## 4321      0   Male 44.00            1            No          Yes Self-employed
## 4322      0   Male 65.00            0            No          Yes Self-employed
## 4323      0   Male  6.00            0            No           No      children
## 4324      0   Male 15.00            0            No           No      children
## 4325      0 Female 80.00            0            No           No Self-employed
## 4326      0   Male 54.00            0            No          Yes      Govt_job
## 4327      0 Female 79.00            0            No          Yes Self-employed
## 4328      0 Female 60.00            1            No          Yes       Private
## 4329      0 Female 12.00            0            No           No      children
## 4330      0 Female 36.00            0            No           No       Private
## 4331      0 Female 54.00            0            No          Yes Self-employed
## 4332      0   Male 63.00            0            No          Yes       Private
## 4333      0 Female  2.00            0            No           No      children
## 4334      0 Female 28.00            0            No           No       Private
## 4335      0 Female 38.00            1            No          Yes       Private
## 4336      0   Male 37.00            0            No          Yes       Private
## 4337      0   Male 80.00            0           Yes          Yes       Private
## 4338      0   Male 43.00            0            No           No       Private
## 4339      0   Male 60.00            1            No          Yes      Govt_job
## 4340      0 Female 66.00            0            No          Yes       Private
## 4341      0 Female 45.00            0            No          Yes      Govt_job
## 4342      0 Female 29.00            0            No           No       Private
## 4343      0   Male  4.00            0            No           No      children
## 4344      0 Female 48.00            0            No          Yes       Private
## 4345      0 Female 68.00            0            No          Yes       Private
## 4346      0 Female 57.00            0            No          Yes       Private
## 4347      0 Female 29.00            0            No           No       Private
## 4348      0 Female 30.00            0            No          Yes       Private
## 4349      0 Female 47.00            0            No          Yes Self-employed
## 4350      0 Female 73.00            0            No          Yes       Private
## 4351      0 Female 66.00            0            No          Yes Self-employed
## 4352      0 Female 39.00            0            No          Yes       Private
## 4353      0   Male 66.00            0            No           No      Govt_job
## 4354      0 Female 52.00            0            No          Yes       Private
## 4355      0 Female 34.00            0            No           No       Private
## 4356      0 Female 79.00            1            No          Yes Self-employed
## 4357      0 Female 39.00            0            No          Yes       Private
## 4358      0   Male 61.00            0            No          Yes      Govt_job
## 4359      0 Female 26.00            0            No           No       Private
## 4360      0 Female 37.00            0            No           No       Private
## 4361      0 Female 66.00            0           Yes          Yes       Private
## 4362      0 Female 16.00            0            No           No       Private
## 4363      0 Female 51.00            1            No          Yes      Govt_job
## 4364      0   Male 15.00            0            No           No       Private
## 4365      0   Male  1.72            0            No           No      children
## 4366      0   Male 60.00            0            No          Yes       Private
## 4367      0   Male 66.00            0            No          Yes Self-employed
## 4368      0 Female 75.00            0            No          Yes      Govt_job
## 4369      0 Female 40.00            0            No          Yes       Private
## 4370      0 Female 52.00            0            No          Yes      Govt_job
## 4371      0 Female 13.00            0            No           No      children
## 4372      0 Female 44.00            0            No          Yes      Govt_job
## 4373      0 Female 37.00            0            No           No       Private
## 4374      0   Male  2.00            0            No           No      children
## 4375      0 Female 48.00            0            No          Yes       Private
## 4376      0 Female 81.00            0           Yes          Yes      Govt_job
## 4377      0 Female 76.00            0            No          Yes Self-employed
## 4378      0 Female 58.00            0            No          Yes      Govt_job
## 4379      0 Female 11.00            0            No           No      children
## 4380      0 Female  9.00            0            No           No      children
## 4381      0   Male 54.00            0            No          Yes       Private
## 4382      0 Female 37.00            0            No           No Self-employed
## 4383      0 Female 16.00            0            No           No       Private
## 4384      0   Male 11.00            0            No           No      children
## 4385      0 Female 32.00            0            No          Yes       Private
## 4386      0 Female 26.00            0            No           No       Private
## 4387      0 Female 21.00            0            No           No       Private
## 4388      0 Female 45.00            0            No          Yes      Govt_job
## 4389      0 Female 40.00            0            No          Yes Self-employed
## 4390      0 Female 41.00            0            No          Yes       Private
## 4391      0 Female 71.00            1           Yes          Yes       Private
## 4392      0   Male 16.00            0            No           No       Private
## 4393      0 Female  7.00            0            No           No      children
## 4394      0 Female 27.00            0            No           No       Private
## 4395      0 Female 22.00            0            No          Yes       Private
## 4396      0 Female 79.00            0            No          Yes Self-employed
## 4397      0 Female 38.00            0            No          Yes       Private
## 4398      0 Female 64.00            0            No          Yes       Private
## 4399      0   Male  4.00            0            No           No      children
## 4400      0 Female 23.00            0            No          Yes      Govt_job
## 4401      0   Male 35.00            0            No          Yes      Govt_job
## 4402      0   Male 66.00            0            No          Yes Self-employed
## 4403      0   Male 34.00            0            No          Yes       Private
## 4404      0 Female 19.00            0            No           No       Private
## 4405      0   Male 73.00            0            No          Yes       Private
## 4406      0 Female 70.00            0            No          Yes       Private
## 4407      0 Female 45.00            0            No          Yes       Private
## 4408      0 Female 34.00            0            No           No       Private
## 4409      0   Male 81.00            0            No          Yes       Private
## 4410      0 Female  0.72            0            No           No      children
## 4411      0   Male 13.00            0            No           No  Never_worked
## 4412      0   Male 57.00            0           Yes          Yes Self-employed
## 4413      0 Female 38.00            0            No          Yes       Private
## 4414      0   Male 21.00            0            No           No       Private
## 4415      0 Female 38.00            0            No          Yes       Private
## 4416      0 Female 41.00            0            No           No       Private
## 4417      0 Female 26.00            0            No          Yes       Private
## 4418      0 Female 48.00            0            No          Yes Self-employed
## 4419      0   Male 18.00            0            No           No       Private
## 4420      0   Male 66.00            0            No          Yes Self-employed
## 4421      0 Female 27.00            0            No           No       Private
## 4422      0 Female 18.00            0            No           No       Private
## 4423      0 Female 20.00            0            No           No      Govt_job
## 4424      0   Male 11.00            0            No           No      children
## 4425      0 Female  7.00            0            No           No      children
## 4426      0 Female 54.00            0            No           No       Private
## 4427      0   Male 43.00            0            No          Yes      Govt_job
## 4428      0 Female 61.00            0            No          Yes       Private
## 4429      0   Male 31.00            0            No           No       Private
## 4430      0 Female 40.00            0            No          Yes       Private
## 4431      0 Female 71.00            1            No          Yes      Govt_job
## 4432      0 Female 57.00            0            No          Yes       Private
## 4433      0 Female 13.00            0            No           No      children
## 4434      0 Female 21.00            0            No           No       Private
## 4435      0 Female 63.00            1            No          Yes      Govt_job
## 4436      0   Male  7.00            0            No           No      children
## 4437      0 Female 78.00            0            No          Yes       Private
## 4438      0 Female 66.00            0            No          Yes Self-employed
## 4439      0   Male 41.00            0            No           No Self-employed
## 4440      0   Male 11.00            0            No           No      children
## 4441      0   Male 55.00            0            No          Yes       Private
## 4442      0 Female 42.00            0            No          Yes       Private
## 4443      0   Male 51.00            0            No          Yes       Private
## 4444      0 Female 79.00            1            No          Yes Self-employed
## 4445      0   Male 28.00            0            No          Yes Self-employed
## 4446      0 Female 73.00            1            No          Yes Self-employed
## 4447      0 Female 42.00            0            No          Yes       Private
## 4448      0 Female 37.00            0            No          Yes       Private
## 4449      0   Male 78.00            0            No          Yes       Private
## 4450      0 Female 74.00            0            No          Yes Self-employed
## 4451      0 Female 59.00            0            No          Yes       Private
## 4452      0 Female 78.00            0            No          Yes      Govt_job
## 4453      0 Female 82.00            1            No          Yes       Private
## 4454      0   Male 71.00            1            No          Yes       Private
## 4455      0 Female 19.00            0            No           No       Private
## 4456      0   Male 18.00            0            No           No       Private
## 4457      0 Female 53.00            0            No          Yes      Govt_job
## 4458      0 Female 62.00            1            No          Yes Self-employed
## 4459      0   Male  3.00            0            No           No      children
## 4460      0 Female 49.00            1            No          Yes      Govt_job
## 4461      0   Male 51.00            0            No          Yes      Govt_job
## 4462      0 Female 53.00            0            No          Yes       Private
## 4463      0 Female 10.00            0            No           No      children
## 4464      0   Male 54.00            0            No          Yes       Private
## 4465      0 Female 40.00            0            No           No      Govt_job
## 4466      0 Female  3.00            0            No           No      children
## 4467      0 Female 12.00            0            No           No      children
## 4468      0   Male 56.00            0            No          Yes       Private
## 4469      0 Female 43.00            0            No           No       Private
## 4470      0 Female 28.00            0            No           No      Govt_job
## 4471      0   Male 28.00            0            No           No       Private
## 4472      0   Male 56.00            0            No          Yes       Private
## 4473      0 Female 14.00            0            No           No      children
## 4474      0 Female 63.00            0            No          Yes Self-employed
## 4475      0 Female 29.00            0            No          Yes       Private
## 4476      0 Female 48.00            1            No          Yes      Govt_job
## 4477      0   Male 47.00            0           Yes          Yes      Govt_job
## 4478      0   Male 63.00            1            No          Yes       Private
## 4479      0   Male 40.00            0            No          Yes Self-employed
## 4480      0 Female 40.00            0            No          Yes       Private
## 4481      0   Male 55.00            0            No          Yes       Private
## 4482      0 Female 43.00            0            No          Yes       Private
## 4483      0 Female 59.00            0            No          Yes       Private
## 4484      0 Female 78.00            1            No          Yes       Private
## 4485      0 Female 27.00            0            No           No       Private
## 4486      0 Female 49.00            0            No          Yes       Private
## 4487      0   Male 14.00            0            No           No       Private
## 4488      0 Female 17.00            0            No           No       Private
## 4489      0   Male 42.00            0            No          Yes      Govt_job
## 4490      0 Female 36.00            0            No          Yes Self-employed
## 4491      0   Male 19.00            0            No           No       Private
## 4492      0   Male 55.00            0            No          Yes Self-employed
## 4493      0 Female  8.00            0            No           No      children
## 4494      0 Female 56.00            0            No          Yes      Govt_job
## 4495      0   Male 54.00            0            No           No       Private
## 4496      0   Male 15.00            0            No           No      children
## 4497      0 Female 43.00            0            No          Yes Self-employed
## 4498      0   Male 52.00            0            No          Yes      Govt_job
## 4499      0 Female 62.00            0            No          Yes Self-employed
## 4500      0   Male 54.00            0            No          Yes       Private
## 4501      0   Male 60.00            0            No          Yes Self-employed
## 4502      0   Male  7.00            0            No           No      children
## 4503      0   Male  3.00            0            No           No      children
## 4504      0 Female 39.00            0            No           No       Private
## 4505      0   Male 60.00            0            No          Yes      Govt_job
## 4506      0 Female 60.00            1            No          Yes       Private
## 4507      0 Female 46.00            0            No          Yes Self-employed
## 4508      0   Male 26.00            0            No           No       Private
## 4509      0 Female 12.00            0            No           No      children
## 4510      0   Male 16.00            0            No           No       Private
## 4511      0 Female  2.00            0            No           No      children
## 4512      0 Female 82.00            0            No          Yes       Private
## 4513      0 Female 32.00            0            No          Yes       Private
## 4514      0 Female 62.00            0            No          Yes       Private
## 4515      0 Female 75.00            1            No          Yes Self-employed
## 4516      0 Female 81.00            1            No          Yes      Govt_job
## 4517      0 Female 37.00            0            No          Yes       Private
## 4518      0 Female 28.00            0            No           No       Private
## 4519      0 Female 25.00            0            No           No       Private
## 4520      0   Male 44.00            0            No          Yes      Govt_job
## 4521      0 Female 11.00            0            No           No      children
## 4522      0   Male 54.00            1            No          Yes       Private
## 4523      0   Male 52.00            1            No          Yes      Govt_job
## 4524      0 Female 43.00            0            No          Yes       Private
## 4525      0 Female 56.00            0            No          Yes       Private
## 4526      0 Female 37.00            0            No          Yes       Private
## 4527      0   Male 60.00            0            No          Yes       Private
## 4528      0 Female  4.00            0            No           No      children
## 4529      0 Female 51.00            0            No          Yes Self-employed
## 4530      0   Male 82.00            0           Yes          Yes       Private
## 4531      0 Female 56.00            0            No          Yes      Govt_job
## 4532      0 Female 60.00            0            No          Yes       Private
## 4533      0   Male 35.00            0            No          Yes       Private
## 4534      0 Female 32.00            0            No          Yes       Private
## 4535      0 Female 45.00            0            No           No       Private
## 4536      0   Male 10.00            0            No           No      children
## 4537      0 Female 68.00            1            No          Yes       Private
## 4538      0 Female 51.00            0            No          Yes      Govt_job
## 4539      0   Male  8.00            0            No           No      children
## 4540      0 Female 63.00            0            No          Yes Self-employed
## 4541      0   Male  4.00            0            No           No      children
## 4542      0 Female 33.00            0            No          Yes       Private
## 4543      0 Female 56.00            0           Yes          Yes       Private
## 4544      0   Male 49.00            0           Yes          Yes      Govt_job
## 4545      0 Female 30.00            0            No          Yes       Private
## 4546      0   Male 16.00            0            No           No      children
## 4547      0 Female  1.80            0            No           No      children
## 4548      0   Male 54.00            0            No          Yes       Private
## 4549      0   Male 49.00            0            No          Yes       Private
## 4550      0 Female 17.00            0            No           No       Private
## 4551      0   Male 11.00            0            No           No      children
## 4552      0   Male 51.00            0            No          Yes       Private
## 4553      0   Male 74.00            1           Yes          Yes       Private
## 4554      0 Female 42.00            0            No          Yes       Private
## 4555      0 Female 69.00            0            No          Yes Self-employed
## 4556      0 Female 22.00            0            No           No       Private
## 4557      0 Female 25.00            0            No           No       Private
## 4558      0   Male 17.00            0            No           No       Private
## 4559      0   Male 64.00            0            No           No Self-employed
## 4560      0 Female 50.00            0            No          Yes       Private
## 4561      0   Male 52.00            1            No          Yes      Govt_job
## 4562      0 Female 65.00            0           Yes          Yes       Private
## 4563      0 Female 37.00            0            No          Yes      Govt_job
## 4564      0 Female 31.00            0            No          Yes Self-employed
## 4565      0 Female 52.00            0            No          Yes       Private
## 4566      0 Female 56.00            0            No          Yes Self-employed
## 4567      0 Female 43.00            0            No          Yes       Private
## 4568      0   Male 11.00            0            No           No      children
## 4569      0 Female  2.00            0            No           No      children
## 4570      0 Female 16.00            0            No           No       Private
## 4571      0   Male 23.00            0            No           No       Private
## 4572      0 Female 40.00            0            No          Yes       Private
## 4573      0   Male 15.00            0            No           No       Private
## 4574      0   Male 48.00            0            No          Yes       Private
## 4575      0   Male 33.00            0            No          Yes       Private
## 4576      0   Male 46.00            0            No          Yes       Private
## 4577      0 Female 53.00            0            No          Yes       Private
## 4578      0   Male 68.00            0            No          Yes Self-employed
## 4579      0   Male 60.00            0            No          Yes      Govt_job
## 4580      0   Male 57.00            0            No           No      Govt_job
## 4581      0 Female 51.00            0            No          Yes      Govt_job
## 4582      0 Female  0.40            0            No           No      children
## 4583      0 Female 76.00            0            No          Yes      Govt_job
## 4584      0 Female 46.00            0            No          Yes      Govt_job
## 4585      0 Female 23.00            0            No           No       Private
## 4586      0   Male  9.00            0            No           No      children
## 4587      0 Female 53.00            0            No          Yes       Private
## 4588      0   Male  4.00            0            No           No      children
## 4589      0 Female 62.00            1            No           No       Private
## 4590      0   Male 37.00            0            No          Yes       Private
## 4591      0 Female 82.00            1           Yes          Yes Self-employed
## 4592      0 Female 33.00            0            No          Yes       Private
## 4593      0   Male  3.00            0            No           No      children
## 4594      0   Male 14.00            0            No           No       Private
## 4595      0   Male 16.00            0            No           No       Private
## 4596      0   Male 40.00            0            No          Yes      Govt_job
## 4597      0 Female 18.00            0            No           No       Private
## 4598      0 Female 29.00            0            No          Yes       Private
## 4599      0 Female 56.00            0            No          Yes      Govt_job
## 4600      0   Male 33.00            0            No          Yes       Private
## 4601      0   Male  2.00            0            No           No      children
## 4602      0   Male 36.00            0            No          Yes       Private
## 4603      0   Male 30.00            0            No           No       Private
## 4604      0 Female 31.00            0            No           No      Govt_job
## 4605      0   Male 16.00            0            No           No      children
## 4606      0   Male 58.00            0            No          Yes       Private
## 4607      0 Female 19.00            0            No           No       Private
## 4608      0   Male 47.00            0            No          Yes      Govt_job
## 4609      0   Male 59.00            0            No          Yes       Private
## 4610      0 Female 40.00            0            No          Yes       Private
## 4611      0 Female 26.00            0            No           No      Govt_job
## 4612      0 Female 17.00            0            No           No  Never_worked
## 4613      0 Female 30.00            0            No           No       Private
## 4614      0 Female 19.00            0            No           No       Private
## 4615      0 Female 78.00            0            No          Yes      Govt_job
## 4616      0 Female 55.00            0            No          Yes       Private
## 4617      0   Male 59.00            0            No          Yes       Private
## 4618      0   Male 57.00            0            No          Yes      Govt_job
## 4619      0   Male 33.00            0            No           No       Private
## 4620      0 Female 35.00            0            No          Yes       Private
## 4621      0   Male 32.00            0            No          Yes       Private
## 4622      0 Female 55.00            0            No          Yes       Private
## 4623      0   Male 28.00            0            No           No       Private
## 4624      0   Male 25.00            0            No          Yes      Govt_job
## 4625      0 Female 45.00            0            No          Yes       Private
## 4626      0 Female 34.00            0            No           No      Govt_job
## 4627      0   Male 33.00            0            No          Yes       Private
## 4628      0   Male 65.00            0            No          Yes       Private
## 4629      0 Female 62.00            0            No          Yes Self-employed
## 4630      0   Male 36.00            0            No          Yes       Private
## 4631      0   Male 31.00            0            No          Yes       Private
## 4632      0   Male 54.00            0            No          Yes      Govt_job
## 4633      0 Female 53.00            0            No          Yes       Private
## 4634      0 Female 44.00            0            No          Yes       Private
## 4635      0   Male 77.00            0            No          Yes       Private
## 4636      0 Female 67.00            0            No          Yes      Govt_job
## 4637      0 Female 48.00            0            No          Yes Self-employed
## 4638      0   Male 42.00            0            No          Yes       Private
## 4639      0   Male 72.00            1           Yes          Yes       Private
## 4640      0   Male 49.00            0            No          Yes       Private
## 4641      0 Female  1.32            0            No           No      children
## 4642      0 Female 45.00            0            No          Yes      Govt_job
## 4643      0 Female 63.00            1            No          Yes       Private
## 4644      0 Female 33.00            0            No          Yes       Private
## 4645      0   Male 32.00            0            No          Yes       Private
## 4646      0 Female  0.48            0            No           No      children
## 4647      0 Female 63.00            0            No          Yes Self-employed
## 4648      0   Male 70.00            0            No          Yes       Private
## 4649      0 Female 57.00            0            No          Yes       Private
## 4650      0   Male  8.00            0            No           No      children
## 4651      0   Male 54.00            0            No          Yes       Private
## 4652      0   Male 37.00            0            No          Yes       Private
## 4653      0   Male 59.00            0            No          Yes       Private
## 4654      0 Female 78.00            0            No          Yes      Govt_job
## 4655      0 Female 59.00            0            No          Yes       Private
## 4656      0 Female 10.00            0            No           No      children
## 4657      0   Male 21.00            0            No           No       Private
## 4658      0   Male  2.00            0            No           No      children
## 4659      0 Female 55.00            0            No          Yes      Govt_job
## 4660      0 Female 20.00            0            No          Yes       Private
## 4661      0 Female 38.00            1            No          Yes       Private
## 4662      0 Female 33.00            0            No          Yes       Private
## 4663      0   Male 14.00            0            No           No       Private
## 4664      0   Male 32.00            0            No          Yes       Private
## 4665      0 Female 32.00            0            No           No       Private
## 4666      0 Female 68.00            0            No          Yes Self-employed
## 4667      0   Male 70.00            0            No          Yes       Private
## 4668      0 Female 24.00            0            No          Yes       Private
## 4669      0   Male 44.00            0            No           No Self-employed
## 4670      0   Male 39.00            0            No          Yes      Govt_job
## 4671      0 Female 81.00            0            No          Yes       Private
## 4672      0   Male 19.00            0            No           No       Private
## 4673      0 Female 69.00            0            No          Yes Self-employed
## 4674      0 Female 42.00            0            No          Yes      Govt_job
## 4675      0   Male  8.00            0            No           No      children
## 4676      0   Male  8.00            0            No           No      children
## 4677      0 Female 28.00            0            No           No       Private
## 4678      0 Female 66.00            0            No          Yes Self-employed
## 4679      0 Female 66.00            0            No          Yes Self-employed
## 4680      0 Female 47.00            0            No          Yes       Private
## 4681      0 Female 78.00            0            No          Yes Self-employed
## 4682      0 Female 65.00            0            No          Yes Self-employed
## 4683      0   Male 78.00            0            No          Yes       Private
## 4684      0 Female 68.00            0            No          Yes Self-employed
## 4685      0 Female 78.00            1           Yes          Yes       Private
## 4686      0 Female 65.00            0            No          Yes       Private
## 4687      0 Female 70.00            0            No          Yes Self-employed
## 4688      0 Female 59.00            0            No          Yes Self-employed
## 4689      0   Male 31.00            0            No           No Self-employed
## 4690      0 Female 32.00            0            No          Yes       Private
## 4691      0   Male  5.00            0            No           No      children
## 4692      0   Male 55.00            0            No          Yes Self-employed
## 4693      0 Female 61.00            0            No          Yes       Private
## 4694      0 Female 48.00            0            No          Yes       Private
## 4695      0 Female  1.16            0            No           No      children
## 4696      0 Female 50.00            0            No          Yes      Govt_job
## 4697      0   Male 63.00            1            No          Yes       Private
## 4698      0   Male 67.00            0            No          Yes       Private
## 4699      0 Female 43.00            0            No          Yes Self-employed
## 4700      0   Male 59.00            0            No          Yes       Private
## 4701      0   Male 47.00            0            No          Yes       Private
## 4702      0   Male 50.00            0            No          Yes       Private
## 4703      0   Male 51.00            0           Yes          Yes Self-employed
## 4704      0   Male 44.00            0           Yes           No      Govt_job
## 4705      0 Female 39.00            0            No           No       Private
## 4706      0 Female 24.00            0            No           No       Private
## 4707      0   Male 62.00            0            No           No      Govt_job
## 4708      0 Female 61.00            0            No          Yes       Private
## 4709      0 Female 78.00            0            No          Yes Self-employed
## 4710      0   Male 15.00            0            No           No       Private
## 4711      0 Female 23.00            0            No           No       Private
## 4712      0   Male 79.00            0            No          Yes Self-employed
## 4713      0   Male 57.00            0            No          Yes       Private
## 4714      0 Female 70.00            0           Yes          Yes Self-employed
## 4715      0   Male  9.00            0            No           No      children
## 4716      0   Male 55.00            0            No          Yes       Private
## 4717      0 Female 82.00            0            No           No       Private
## 4718      0 Female 19.00            0            No           No       Private
## 4719      0   Male 41.00            0            No          Yes       Private
## 4720      0 Female 79.00            0            No          Yes      Govt_job
## 4721      0 Female 23.00            0            No           No       Private
## 4722      0 Female 77.00            0            No          Yes       Private
## 4723      0 Female 78.00            1            No          Yes Self-employed
## 4724      0 Female 24.00            0            No          Yes Self-employed
## 4725      0 Female 81.00            1            No          Yes Self-employed
## 4726      0 Female 46.00            0            No          Yes       Private
## 4727      0 Female 29.00            0            No           No       Private
## 4728      0 Female 59.00            0            No          Yes      Govt_job
## 4729      0   Male 41.00            0            No          Yes Self-employed
## 4730      0 Female 17.00            0            No           No       Private
## 4731      0 Female  8.00            0            No           No      children
## 4732      0 Female 23.00            0            No           No       Private
## 4733      0 Female 45.00            0            No          Yes       Private
## 4734      0   Male 67.00            0            No          Yes       Private
## 4735      0 Female 78.00            0            No          Yes Self-employed
## 4736      0   Male 18.00            0            No           No       Private
## 4737      0 Female 35.00            0            No          Yes       Private
## 4738      0 Female 54.00            0            No          Yes      Govt_job
## 4739      0 Female 71.00            1            No          Yes      Govt_job
## 4740      0 Female 24.00            0            No           No       Private
## 4741      0   Male 60.00            0            No          Yes       Private
## 4742      0   Male 75.00            0            No          Yes       Private
## 4743      0   Male 48.00            0            No          Yes       Private
## 4744      0   Male 62.00            0            No          Yes      Govt_job
## 4745      0 Female 20.00            0            No           No       Private
## 4746      0   Male 69.00            1            No           No       Private
## 4747      0 Female 60.00            0            No          Yes      Govt_job
## 4748      0 Female 12.00            0            No           No      children
## 4749      0 Female 28.00            0            No          Yes      Govt_job
## 4750      0 Female 55.00            0            No          Yes       Private
## 4751      0 Female 70.00            0           Yes          Yes Self-employed
## 4752      0 Female 51.00            0            No           No       Private
## 4753      0 Female 16.00            0            No           No       Private
## 4754      0   Male 56.00            0            No           No Self-employed
## 4755      0   Male 52.00            0            No          Yes       Private
## 4756      0 Female 59.00            0            No          Yes       Private
## 4757      0 Female  9.00            0            No           No      children
## 4758      0 Female 34.00            0            No          Yes       Private
## 4759      0 Female 47.00            0            No          Yes Self-employed
## 4760      0   Male 46.00            0            No          Yes       Private
## 4761      0   Male 49.00            0            No          Yes       Private
## 4762      0   Male 10.00            0            No           No      children
## 4763      0 Female 76.00            1            No          Yes Self-employed
## 4764      0   Male 82.00            0            No          Yes       Private
## 4765      0 Female  3.00            0            No           No      children
## 4766      0 Female 76.00            1            No          Yes      Govt_job
## 4767      0   Male 16.00            0            No           No      Govt_job
## 4768      0 Female 44.00            0            No          Yes      Govt_job
## 4769      0 Female 17.00            0            No           No       Private
## 4770      0 Female 73.00            0            No          Yes Self-employed
## 4771      0   Male 31.00            0            No          Yes       Private
## 4772      0   Male 17.00            0            No           No Self-employed
## 4773      0 Female 18.00            0            No           No  Never_worked
## 4774      0   Male 73.00            0            No          Yes       Private
## 4775      0 Female  8.00            0            No           No      children
## 4776      0   Male 42.00            0            No          Yes      Govt_job
## 4777      0 Female 40.00            0            No          Yes       Private
## 4778      0   Male 79.00            0            No          Yes       Private
## 4779      0   Male 53.00            0            No          Yes Self-employed
## 4780      0 Female 58.00            0            No          Yes Self-employed
## 4781      0 Female 48.00            0            No          Yes       Private
## 4782      0 Female 17.00            0            No           No       Private
## 4783      0 Female 23.00            0            No           No       Private
## 4784      0   Male  9.00            0            No           No      children
## 4785      0 Female 81.00            1           Yes          Yes       Private
## 4786      0 Female 16.00            0            No           No  Never_worked
## 4787      0   Male 21.00            0            No           No       Private
## 4788      0   Male 29.00            0            No           No Self-employed
## 4789      0   Male  8.00            0            No           No      children
## 4790      0 Female 39.00            0            No          Yes       Private
## 4791      0   Male 37.00            0            No          Yes       Private
## 4792      0 Female 64.00            0            No          Yes       Private
## 4793      0   Male  9.00            0            No           No      children
## 4794      0   Male 17.00            0            No           No       Private
## 4795      0   Male  8.00            0            No           No      children
## 4796      0   Male 62.00            0            No          Yes Self-employed
## 4797      0   Male 73.00            1            No           No      Govt_job
## 4798      0   Male 48.00            0            No          Yes      Govt_job
## 4799      0   Male 17.00            0            No           No       Private
## 4800      0 Female 10.00            0            No           No      children
## 4801      0 Female 74.00            0            No          Yes      Govt_job
## 4802      0   Male 62.00            0            No          Yes       Private
## 4803      0   Male  5.00            0            No           No      children
## 4804      0 Female 43.00            0            No          Yes       Private
## 4805      0 Female 39.00            0            No           No       Private
## 4806      0 Female 37.00            0            No          Yes Self-employed
## 4807      0   Male 15.00            0            No           No       Private
## 4808      0 Female 36.00            0            No           No Self-employed
## 4809      0   Male 34.00            0            No          Yes       Private
## 4810      0   Male 75.00            1            No          Yes       Private
## 4811      0   Male 53.00            0            No          Yes       Private
## 4812      0 Female 61.00            0            No          Yes Self-employed
## 4813      0 Female 45.00            0            No          Yes       Private
## 4814      0 Female 17.00            0            No           No       Private
## 4815      0 Female 17.00            0            No           No       Private
## 4816      0 Female 19.00            0            No           No       Private
## 4817      0 Female 54.00            1            No           No      Govt_job
## 4818      0 Female 51.00            0            No          Yes Self-employed
## 4819      0 Female 44.00            0            No          Yes       Private
## 4820      0 Female 82.00            0            No          Yes Self-employed
## 4821      0 Female 49.00            0            No          Yes Self-employed
## 4822      0 Female 34.00            0            No          Yes Self-employed
## 4823      0 Female 63.00            1            No          Yes       Private
## 4824      0 Female 79.00            0            No          Yes       Private
## 4825      0 Female 81.00            0            No          Yes       Private
## 4826      0 Female 14.00            0            No           No      children
## 4827      0 Female 31.00            0            No           No       Private
## 4828      0   Male 57.00            0            No          Yes       Private
## 4829      0   Male 32.00            0            No          Yes      Govt_job
## 4830      0   Male 66.00            0            No          Yes       Private
## 4831      0 Female 22.00            0            No           No       Private
## 4832      0 Female  1.32            0            No           No      children
## 4833      0 Female 20.00            0            No           No       Private
## 4834      0 Female 41.00            0            No          Yes       Private
## 4835      0 Female 48.00            0            No          Yes       Private
## 4836      0   Male 49.00            1            No          Yes Self-employed
## 4837      0   Male 73.00            0            No          Yes      Govt_job
## 4838      0   Male 19.00            0            No           No       Private
## 4839      0 Female 51.00            0            No          Yes       Private
## 4840      0   Male  1.08            0            No           No      children
## 4841      0 Female 31.00            0            No           No       Private
## 4842      0   Male  4.00            0            No           No      children
## 4843      0   Male  1.80            0            No           No      children
## 4844      0   Male 44.00            0            No          Yes       Private
## 4845      0 Female  4.00            0            No           No      children
## 4846      0   Male 55.00            0            No          Yes       Private
## 4847      0 Female 34.00            0            No          Yes       Private
## 4848      0 Female 30.00            0            No          Yes       Private
## 4849      0 Female  7.00            0            No           No      children
## 4850      0   Male 75.00            0            No          Yes      Govt_job
## 4851      0   Male 14.00            0            No           No      children
## 4852      0 Female 61.00            0            No          Yes       Private
## 4853      0 Female 55.00            0            No          Yes      Govt_job
## 4854      0 Female 14.00            0            No           No      children
## 4855      0 Female 36.00            0            No           No       Private
## 4856      0 Female 57.00            1           Yes          Yes       Private
## 4857      0 Female 20.00            0            No           No       Private
## 4858      0   Male 32.00            0            No          Yes       Private
## 4859      0 Female 43.00            0            No          Yes       Private
## 4860      0   Male 43.00            0            No          Yes       Private
## 4861      0 Female  1.08            0            No           No      children
## 4862      0 Female 49.00            0            No          Yes       Private
## 4863      0 Female 53.00            0            No          Yes       Private
## 4864      0 Female 18.00            0            No           No       Private
## 4865      0 Female 13.00            0            No           No      children
## 4866      0   Male  5.00            0            No           No      children
## 4867      0 Female 37.00            0            No          Yes       Private
## 4868      0   Male 49.00            0            No          Yes Self-employed
## 4869      0 Female 45.00            0            No           No      Govt_job
## 4870      0 Female 50.00            0           Yes          Yes       Private
## 4871      0 Female 12.00            0            No           No      children
## 4872      0   Male 12.00            0            No           No      children
## 4873      0 Female  5.00            0            No           No      children
## 4874      0   Male 39.00            0            No          Yes       Private
## 4875      0 Female 41.00            0            No          Yes       Private
## 4876      0 Female 41.00            0            No          Yes       Private
## 4877      0 Female 47.00            0            No          Yes       Private
## 4878      0 Female 57.00            0            No          Yes       Private
## 4879      0   Male 16.00            0            No           No      children
## 4880      0   Male  3.00            0            No           No      children
## 4881      0 Female 65.00            0            No          Yes Self-employed
## 4882      0 Female 80.00            0            No           No Self-employed
## 4883      0 Female 58.00            0            No          Yes       Private
## 4884      0 Female 74.00            0            No          Yes       Private
## 4885      0 Female 62.00            0            No          Yes      Govt_job
## 4886      0   Male 33.00            0            No          Yes       Private
## 4887      0 Female 21.00            0            No           No       Private
## 4888      0 Female 17.00            0            No           No       Private
## 4889      0 Female 49.00            0            No          Yes       Private
## 4890      0 Female 24.00            0            No          Yes      Govt_job
## 4891      0 Female 56.00            0            No          Yes       Private
## 4892      0 Female 26.00            0            No          Yes      Govt_job
## 4893      0   Male 54.00            1            No          Yes Self-employed
## 4894      0 Female 42.00            0            No           No       Private
## 4895      0 Female 34.00            0            No           No      Govt_job
## 4896      0 Female 56.00            1            No          Yes       Private
## 4897      0 Female 39.00            0            No          Yes       Private
## 4898      0 Female 77.00            0            No          Yes Self-employed
## 4899      0 Female 12.00            0            No           No      children
## 4900      0   Male 65.00            0            No          Yes       Private
## 4901      0   Male  7.00            0            No           No      children
## 4902      0   Male 25.00            0            No           No       Private
## 4903      0 Female 31.00            0            No          Yes       Private
## 4904      0 Female 14.00            0            No           No       Private
## 4905      0 Female  5.00            0            No           No      children
## 4906      0 Female 60.00            0            No          Yes       Private
## 4907      0 Female 53.00            0            No          Yes       Private
## 4908      0   Male 55.00            0            No          Yes       Private
## 4909      0 Female 69.00            0            No          Yes Self-employed
## 4910      0 Female 39.00            0            No          Yes       Private
## 4911      0 Female  0.32            0            No           No      children
## 4912      0 Female 34.00            0            No           No       Private
## 4913      0 Female 80.00            0            No          Yes       Private
## 4914      0   Male 20.00            0            No           No       Private
## 4915      0 Female 45.00            0            No          Yes      Govt_job
## 4916      0 Female 41.00            0            No           No      Govt_job
## 4917      0   Male 54.00            0            No          Yes      Govt_job
## 4918      0   Male 23.00            0            No           No       Private
## 4919      0   Male 75.00            0            No          Yes      Govt_job
## 4920      0   Male 36.00            0            No          Yes       Private
## 4921      0 Female 75.00            0            No          Yes       Private
## 4922      0   Male 72.00            0           Yes          Yes       Private
## 4923      0 Female 47.00            0            No          Yes      Govt_job
## 4924      0 Female 15.00            0            No           No       Private
## 4925      0   Male 40.00            1            No          Yes Self-employed
## 4926      0 Female 71.00            0            No          Yes Self-employed
## 4927      0   Male 38.00            0            No          Yes       Private
## 4928      0 Female 10.00            0            No           No      children
## 4929      0   Male 11.00            0            No           No      children
## 4930      0   Male  0.72            0            No           No      children
## 4931      0   Male  9.00            0            No           No      children
## 4932      0 Female 53.00            1            No          Yes      Govt_job
## 4933      0   Male 28.00            1            No           No       Private
## 4934      0 Female 81.00            0            No          Yes       Private
## 4935      0   Male  1.32            0            No           No      children
## 4936      0   Male 16.00            0            No           No       Private
## 4937      0   Male 24.00            0            No           No       Private
## 4938      0 Female 62.00            1            No          Yes Self-employed
## 4939      0 Female 62.00            0            No          Yes       Private
## 4940      0 Female 59.00            0            No          Yes       Private
## 4941      0 Female 19.00            0            No           No       Private
## 4942      0 Female 51.00            1            No          Yes Self-employed
## 4943      0   Male 38.00            0            No          Yes       Private
## 4944      0 Female 26.00            0            No           No       Private
## 4945      0   Male 13.00            0            No           No      children
## 4946      0   Male  4.00            0            No           No      children
## 4947      0   Male 55.00            0            No          Yes Self-employed
## 4948      0 Female 44.00            0            No          Yes       Private
## 4949      0 Female 31.00            0            No          Yes       Private
## 4950      0   Male 58.00            0            No          Yes      Govt_job
## 4951      0 Female 17.00            0            No           No       Private
## 4952      0 Female 23.00            0            No           No       Private
## 4953      0   Male 51.00            1            No          Yes Self-employed
## 4954      0 Female 46.00            0            No          Yes       Private
## 4955      0 Female 81.00            0            No           No Self-employed
## 4956      0   Male 38.00            0            No          Yes       Private
## 4957      0 Female 50.00            0            No          Yes       Private
## 4958      0 Female 34.00            0            No           No       Private
## 4959      0   Male 60.00            0            No          Yes       Private
## 4960      0 Female 50.00            0            No          Yes Self-employed
## 4961      0 Female 49.00            0            No          Yes       Private
## 4962      0 Female  2.00            0            No           No      children
## 4963      0   Male 47.00            0            No          Yes       Private
## 4964      0 Female 34.00            0            No          Yes       Private
## 4965      0 Female 22.00            0            No           No       Private
## 4966      0 Female 11.00            0            No           No      children
## 4967      0   Male 54.00            0            No          Yes       Private
## 4968      0 Female 60.00            0            No          Yes       Private
## 4969      0   Male  3.00            0            No           No      children
## 4970      0 Female 46.00            0            No          Yes      Govt_job
## 4971      0   Male 30.00            0            No           No       Private
## 4972      0 Female 63.00            0            No          Yes       Private
## 4973      0 Female 50.00            0            No          Yes       Private
## 4974      0   Male 65.00            0            No          Yes       Private
## 4975      0   Male 78.00            0            No          Yes       Private
## 4976      0 Female 36.00            0            No          Yes       Private
## 4977      0 Female 18.00            0            No           No       Private
## 4978      0 Female 44.00            0            No           No       Private
## 4979      0 Female  4.00            0            No           No      children
## 4980      0 Female 60.00            0            No           No       Private
## 4981      0 Female 19.00            0            No           No       Private
## 4982      0   Male 15.00            0            No           No       Private
## 4983      0   Male 20.00            0            No           No       Private
## 4984      0   Male 76.00            1            No          Yes       Private
## 4985      0   Male 31.00            0            No           No       Private
## 4986      0 Female 39.00            0            No          Yes      Govt_job
## 4987      0   Male 58.00            0           Yes          Yes       Private
## 4988      0   Male 64.00            1            No          Yes       Private
## 4989      0 Female 79.00            0            No          Yes      Govt_job
## 4990      0 Female 11.00            0            No           No      children
## 4991      0   Male  4.00            0            No           No      children
## 4992      0 Female 43.00            0            No          Yes       Private
## 4993      0 Female 44.00            0            No          Yes       Private
## 4994      0 Female 37.00            0            No          Yes      Govt_job
## 4995      0 Female 34.00            0            No          Yes Self-employed
## 4996      0 Female 59.00            0            No          Yes       Private
## 4997      0 Female 40.00            0            No          Yes       Private
## 4998      0 Female  8.00            0            No           No      children
## 4999      0 Female 24.00            0            No          Yes       Private
## 5000      0   Male 18.00            0            No           No       Private
## 5001      0   Male 20.00            0            No           No       Private
## 5002      0 Female 70.00            0            No          Yes       Private
## 5003      0 Female 68.00            0            No          Yes      Govt_job
## 5004      0   Male 17.00            0            No           No       Private
## 5005      0 Female 17.00            0            No           No       Private
## 5006      0 Female 21.00            0            No           No       Private
## 5007      0 Female 38.00            0            No          Yes       Private
## 5008      0 Female 59.00            0            No          Yes      Govt_job
## 5009      0 Female 79.00            0           Yes          Yes       Private
## 5010      0 Female 50.00            0            No          Yes Self-employed
## 5011      0 Female 72.00            0            No          Yes Self-employed
## 5012      0 Female 54.00            0            No          Yes       Private
## 5013      0 Female 44.00            0            No          Yes       Private
## 5014      0 Female 48.00            0            No          Yes       Private
## 5015      0   Male 29.00            0            No           No       Private
## 5016      0 Female 44.00            0            No          Yes      Govt_job
## 5017      0 Female 61.00            0            No          Yes Self-employed
## 5018      0 Female 58.00            0            No          Yes      Govt_job
## 5019      0 Female 81.00            0            No          Yes Self-employed
## 5020      0   Male 29.00            0            No          Yes       Private
## 5021      0   Male  5.00            0            No           No      children
## 5022      0 Female 35.00            0            No          Yes       Private
## 5023      0 Female 40.00            0            No           No       Private
## 5024      0 Female 37.00            0            No           No       Private
## 5025      0   Male 33.00            0            No          Yes       Private
## 5026      0 Female 35.00            0            No          Yes       Private
## 5027      0 Female 38.00            0            No           No      Govt_job
## 5028      0 Female 26.00            0            No          Yes       Private
## 5029      0   Male 10.00            0            No           No      children
## 5030      0 Female 72.00            0            No          Yes       Private
## 5031      0   Male 21.00            0            No          Yes       Private
## 5032      0 Female 20.00            0            No           No       Private
## 5033      0 Female  1.24            0            No           No      children
## 5034      0 Female 26.00            0            No           No       Private
## 5035      0 Female 79.00            0            No           No       Private
## 5036      0 Female 78.00            0            No          Yes       Private
## 5037      0   Male 56.00            0            No          Yes Self-employed
## 5038      0 Female 46.00            0            No           No Self-employed
## 5039      0   Male 55.00            0            No          Yes      Govt_job
## 5040      0   Male 41.00            0            No           No       Private
## 5041      0   Male 30.00            0            No          Yes       Private
## 5042      0   Male 53.00            0            No          Yes       Private
## 5043      0   Male 32.00            0            No           No       Private
## 5044      0   Male 38.00            0            No           No       Private
## 5045      0   Male 33.00            0            No          Yes      Govt_job
## 5046      0 Female 44.00            0            No          Yes       Private
## 5047      0   Male 44.00            0            No          Yes       Private
## 5048      0 Female 51.00            0            No          Yes      Govt_job
## 5049      0   Male 40.00            0            No          Yes       Private
## 5050      0 Female 41.00            0            No          Yes       Private
## 5051      0   Male  5.00            0            No           No      children
## 5052      0 Female 42.00            0            No          Yes       Private
## 5053      0 Female  6.00            0            No           No      children
## 5054      0 Female 46.00            0            No          Yes      Govt_job
## 5055      0 Female 47.00            0            No          Yes       Private
## 5056      0 Female 25.00            0            No           No       Private
## 5057      0 Female 40.00            0            No          Yes       Private
## 5058      0 Female 49.00            0            No          Yes      Govt_job
## 5059      0   Male 21.00            0            No           No       Private
## 5060      0 Female 61.00            0            No          Yes      Govt_job
## 5061      0   Male 78.00            0            No          Yes       Private
## 5062      0   Male 41.00            0            No          Yes       Private
## 5063      0 Female 82.00            0            No          Yes Self-employed
## 5064      0   Male 39.00            0            No          Yes       Private
## 5065      0   Male 70.00            0            No          Yes Self-employed
## 5066      0 Female 31.00            0            No          Yes       Private
## 5067      0 Female 37.00            0            No           No       Private
## 5068      0   Male 21.00            0            No           No       Private
## 5069      0   Male 80.00            0            No          Yes Self-employed
## 5070      0 Female 21.00            0            No           No       Private
## 5071      0 Female  5.00            0            No           No      children
## 5072      0   Male 81.00            0            No          Yes       Private
## 5073      0 Female 35.00            0            No          Yes       Private
## 5074      0 Female 24.00            0            No           No       Private
## 5075      0 Female 52.00            0            No          Yes      Govt_job
## 5076      0   Male 70.00            0            No          Yes       Private
## 5077      0 Female 34.00            0            No          Yes       Private
## 5078      0   Male 17.00            0            No           No       Private
## 5079      0 Female  8.00            0            No           No      children
## 5080      0   Male  1.72            0            No           No      children
## 5081      0 Female 29.00            0            No          Yes Self-employed
## 5082      0   Male 55.00            0            No          Yes      Govt_job
## 5083      0 Female 44.00            0            No          Yes       Private
## 5084      0 Female 19.00            0            No           No       Private
## 5085      0   Male 67.00            0            No          Yes       Private
## 5086      0 Female 72.00            0            No          Yes       Private
## 5087      0 Female 51.00            0            No          Yes       Private
## 5088      0 Female 63.00            0            No          Yes Self-employed
## 5089      0 Female 64.00            1            No          Yes Self-employed
## 5090      0 Female  0.72            0            No           No      children
## 5091      0   Male 26.00            0            No           No      Govt_job
## 5092      0   Male 59.00            1            No          Yes       Private
## 5093      0   Male 76.00            0            No          Yes      Govt_job
## 5094      0 Female 45.00            1            No          Yes      Govt_job
## 5095      0   Male 13.00            0            No           No      children
## 5096      0   Male  1.08            0            No           No      children
## 5097      0   Male 57.00            0            No          Yes      Govt_job
## 5098      0   Male 68.00            0            No          Yes Self-employed
## 5099      0   Male  9.00            0            No           No      children
## 5100      0   Male 40.00            0            No          Yes       Private
## 5101      0   Male 82.00            1            No          Yes Self-employed
## 5102      0 Female 45.00            0            No          Yes       Private
## 5103      0 Female 57.00            0            No          Yes       Private
## 5104      0 Female 18.00            0            No           No       Private
## 5105      0 Female 13.00            0            No           No      children
## 5106      0 Female 80.00            1            No          Yes       Private
## 5107      0 Female 81.00            0            No          Yes Self-employed
## 5108      0 Female 35.00            0            No          Yes Self-employed
## 5109      0   Male 51.00            0            No          Yes       Private
## 5110      0 Female 44.00            0            No          Yes      Govt_job
##      Residence_type avg_glucose_level  smoking_status   BMI probability
## 1             Urban            228.69 formerly smoked 27.17           0
## 2             Rural            202.21    never smoked 24.00           0
## 3             Rural            105.92    never smoked 23.00           0
## 4             Urban            171.23          smokes 25.00           0
## 5             Rural            174.12    never smoked 25.00           0
## 6             Urban            186.21 formerly smoked 27.00           0
## 7             Rural             70.09    never smoked 24.00           0
## 8             Urban             94.39    never smoked 25.00           0
## 9             Rural             76.15         Unknown 28.00           0
## 10            Urban             58.57         Unknown 27.00           0
## 11            Rural             80.43    never smoked 25.00           0
## 13            Urban            104.51          smokes 24.00           0
## 14            Urban            219.84         Unknown 28.00           0
## 15            Urban            214.09    never smoked 26.00           0
## 16            Rural            167.41    never smoked 28.00           0
## 17            Urban            191.61          smokes 24.00           0
## 18            Urban            221.29          smokes 23.00           0
## 19            Urban             89.22    never smoked 28.00           0
## 21            Rural            193.94          smokes 28.00           0
## 23            Urban            228.70    never smoked 23.00           0
## 24            Rural            208.30         Unknown 26.00           0
## 25            Urban            102.87 formerly smoked 24.00           0
## 26            Rural            104.12    never smoked 23.00           0
## 27            Rural            100.98 formerly smoked 23.00           0
## 28            Rural            189.84         Unknown 28.00           0
## 29            Urban            195.23          smokes 23.09           0
## 30            Rural            211.78 formerly smoked 24.00           0
## 32            Rural             83.41         Unknown 24.00           0
## 33            Urban            196.92    never smoked 27.00           0
## 34            Urban            252.72 formerly smoked 27.00           0
## 36            Rural             84.03 formerly smoked 27.00           0
## 37            Rural            219.72 formerly smoked 27.00           0
## 38            Rural             74.63 formerly smoked 24.00           0
## 40            Urban             60.91    never smoked 23.00           0
## 41            Rural             78.03 formerly smoked 24.00           0
## 42            Urban             71.22    never smoked 24.00           0
## 43            Urban            144.90          smokes 26.00           0
## 44            Urban             90.90 formerly smoked 24.00           0
## 45            Urban            213.03          smokes 27.00           0
## 46            Rural            243.58    never smoked 28.00           0
## 48            Urban            107.26 formerly smoked 27.00           0
## 49            Urban             99.33    never smoked 28.00           0
## 51            Urban             89.96         Unknown 25.00           0
## 52            Urban             75.32 formerly smoked 24.00           0
## 53            Rural            127.29    never smoked 23.00           0
## 54            Urban            124.13    never smoked 25.00           0
## 55            Urban            197.54    never smoked 25.00           0
## 56            Rural            196.71 formerly smoked 28.00           0
## 57            Rural             59.32    never smoked 25.00           0
## 58            Urban            237.75 formerly smoked 27.00           0
## 59            Urban            194.99    never smoked 28.00           0
## 60            Urban            180.93    never smoked 24.00           0
## 61            Urban            185.17 formerly smoked 28.00           0
## 62            Rural             74.90    never smoked 27.00           0
## 63            Rural             61.94          smokes 23.00           0
## 64            Rural             93.72 formerly smoked 24.00           0
## 65            Urban            104.72         Unknown 23.00           0
## 66            Urban            113.01    never smoked 23.00           0
## 67            Urban            221.58    never smoked 24.00           0
## 68            Urban            104.47         Unknown 27.00           0
## 69            Urban             86.23 formerly smoked 27.00           0
## 70            Rural             72.67    never smoked 24.00           0
## 71            Rural             62.57 formerly smoked 25.00           0
## 72            Rural            179.12 formerly smoked 26.00           0
## 73            Rural            116.55 formerly smoked 26.00           0
## 74            Rural            228.56    never smoked 28.00           0
## 75            Rural             96.59    never smoked 23.00           0
## 76            Rural             66.72 formerly smoked 23.00           0
## 77            Urban            240.09    never smoked 27.00           0
## 78            Urban            110.85 formerly smoked 27.00           0
## 79            Urban            165.31    never smoked 23.00           0
## 81            Rural             96.16         Unknown 24.00           0
## 82            Urban            101.45         Unknown 26.00           0
## 83            Rural             88.92    never smoked 25.00           0
## 84            Urban             79.79    never smoked 23.00           0
## 85            Urban             71.20         Unknown 27.00           0
## 86            Rural             96.97          smokes 26.00           0
## 87            Rural            111.81          smokes 23.00           0
## 88            Rural             59.35 formerly smoked 24.00           0
## 89            Urban             86.94 formerly smoked 26.00           0
## 90            Urban             98.55         Unknown 26.00           0
## 91            Urban            226.98    never smoked 27.00           0
## 92            Urban             72.81    never smoked 24.00           0
## 93            Urban             68.02    never smoked 25.00           0
## 94            Urban             68.56         Unknown 25.00           0
## 95            Rural             64.14    never smoked 25.00           0
## 96            Rural            235.63    never smoked 28.00           0
## 97            Rural             76.34 formerly smoked 23.00           0
## 98            Rural            240.59          smokes 26.00           0
## 100           Urban             82.81    never smoked 23.00           0
## 102           Rural            190.32    never smoked 27.57           0
## 103           Rural            231.61 formerly smoked 24.00           0
## 104           Rural             78.70         Unknown 28.00           0
## 105           Urban            110.52         Unknown 28.00           0
## 106           Urban             82.30          smokes 25.00           0
## 107           Rural             73.18 formerly smoked 24.00           0
## 108           Rural            191.82          smokes 25.00           0
## 109           Rural             93.05    never smoked 26.00           0
## 110           Urban             64.17    never smoked 25.00           0
## 111           Rural            129.98 formerly smoked 25.00           0
## 112           Urban             68.53          smokes 23.00           0
## 113           Urban            106.41 formerly smoked 25.00           0
## 114           Rural            224.10    never smoked 25.00           0
## 117           Rural             76.11          smokes 25.00           0
## 118           Urban             72.96          smokes 27.00           0
## 120           Urban            105.22    never smoked 25.00           0
## 121           Rural             59.86 formerly smoked 28.00           0
## 122           Urban             62.55         Unknown 28.00           0
## 123           Rural            259.63          smokes 26.00           0
## 124           Rural            249.31    never smoked 28.00           0
## 125           Urban            219.91         Unknown 28.00           0
## 126           Urban            131.41    never smoked 26.00           0
## 127           Urban             93.13 formerly smoked 28.00           0
## 128           Urban             73.54         Unknown 25.00           0
## 129           Urban            200.59 formerly smoked 23.00           0
## 130           Urban             62.48         Unknown 24.00           0
## 131           Rural            190.14    never smoked 28.00           0
## 132           Urban            130.54    never smoked 25.00           0
## 133           Rural            182.99    never smoked 26.00           0
## 134           Rural            101.45 formerly smoked 24.00           0
## 135           Rural            206.09    never smoked 23.00           0
## 136           Urban            263.32    never smoked 23.85           0
## 137           Urban            140.10 formerly smoked 28.00           0
## 138           Urban            207.28         Unknown 27.00           0
## 139           Rural            194.37 formerly smoked 26.00           0
## 140           Rural            199.20         Unknown 25.00           0
## 141           Rural            103.68    never smoked 23.28           0
## 142           Rural            116.44          smokes 27.00           0
## 143           Urban             70.28    never smoked 23.00           0
## 145           Urban            221.79    never smoked 25.00           0
## 146           Urban            151.16 formerly smoked 23.00           0
## 147           Urban             68.43 formerly smoked 23.00           0
## 148           Urban             67.29    never smoked 23.00           0
## 149           Rural             67.41    never smoked 27.00           0
## 150           Rural            239.07    never smoked 23.00           0
## 151           Rural            169.67         Unknown 23.00           0
## 152           Urban            223.83 formerly smoked 28.00           0
## 153           Urban             76.57    never smoked 25.00           0
## 154           Urban             77.82          smokes 27.00           0
## 155           Rural             92.98    never smoked 23.00           0
## 156           Rural            231.56    never smoked 26.00           0
## 157           Rural            102.16          smokes 24.00           0
## 158           Urban            221.89          smokes 26.00           0
## 159           Urban            195.71 formerly smoked 24.00           0
## 160           Rural             74.02    never smoked 27.00           0
## 161           Urban             57.92 formerly smoked 24.00           0
## 162           Urban             81.76          smokes 25.00           0
## 164           Urban            203.87    never smoked 23.00           0
## 165           Urban             89.13 formerly smoked 26.00           0
## 166           Urban            133.19 formerly smoked 24.00           0
## 167           Rural            162.23         Unknown 24.00           0
## 168           Rural             75.02    never smoked 24.00           0
## 169           Urban             98.02 formerly smoked 26.00           0
## 170           Rural             91.54    never smoked 25.00           0
## 171           Rural            111.98 formerly smoked 25.00           0
## 172           Rural             60.94    never smoked 23.00           0
## 173           Urban             97.43          smokes 23.00           0
## 174           Rural             91.02 formerly smoked 25.00           0
## 175           Rural             60.67 formerly smoked 26.84           0
## 176           Rural            185.49    never smoked 26.00           0
## 177           Urban             64.44    never smoked 23.00           0
## 178           Rural             56.11 formerly smoked 23.00           0
## 179           Urban            110.66         Unknown 25.00           0
## 180           Urban            213.22         Unknown 23.00           0
## 181           Urban             78.18    never smoked 28.00           0
## 182           Urban            111.04 formerly smoked 25.00           0
## 183           Rural             76.13          smokes 27.00           0
## 184           Urban             81.32         Unknown 28.00           0
## 185           Urban            112.24          smokes 23.00           0
## 186           Rural            137.30 formerly smoked 26.00           0
## 187           Urban            116.69 formerly smoked 25.00           0
## 188           Urban            215.94 formerly smoked 25.00           0
## 189           Rural             86.62 formerly smoked 25.00           0
## 190           Urban            209.86         Unknown 25.00           0
## 191           Urban            205.77 formerly smoked 27.00           0
## 192           Urban            112.16 formerly smoked 27.00           0
## 193           Rural            118.03          smokes 23.00           0
## 194           Rural            271.74          smokes 25.00           0
## 195           Rural             97.92          smokes 26.00           0
## 196           Urban            200.62 formerly smoked 25.00           0
## 197           Rural            242.52 formerly smoked 26.00           0
## 198           Rural             93.81         Unknown 24.83           0
## 199           Rural            114.77 formerly smoked 23.00           0
## 200           Urban             74.96    never smoked 24.00           0
## 201           Urban            167.13         Unknown 25.00           0
## 202           Urban            175.29 formerly smoked 27.00           0
## 203           Rural             90.00    never smoked 28.00           0
## 204           Rural            109.47    never smoked 24.00           0
## 205           Rural             87.85          smokes 25.00           0
## 206           Urban            106.74 formerly smoked 24.00           0
## 207           Rural             80.13    never smoked 26.00           0
## 208           Urban             90.19    never smoked 23.00           0
## 209           Rural            134.80         Unknown 26.00           0
## 210           Rural            106.58         Unknown 26.00           0
## 211           Urban             83.24    never smoked 25.00           0
## 212           Rural            103.43 formerly smoked 27.00           0
## 213           Urban            208.65    never smoked 28.00           0
## 214           Urban             74.11    never smoked 23.00           0
## 215           Urban             95.84    never smoked 28.00           0
## 216           Urban            205.33          smokes 23.00           0
## 217           Urban            116.10    never smoked 25.00           0
## 218           Urban            210.40          smokes 26.00           0
## 219           Urban            199.86          smokes 28.00           0
## 220           Rural            219.73    never smoked 26.00           0
## 221           Urban            250.89          smokes 26.00           1
## 222           Rural             72.73    never smoked 26.00           0
## 223           Rural            205.35 formerly smoked 25.00           0
## 226           Urban            216.58         Unknown 24.00           0
## 227           Rural            184.40    never smoked 24.00           0
## 228           Rural             60.98    never smoked 24.00           0
## 230           Urban             66.03    never smoked 23.00           0
## 231           Rural             81.95    never smoked 27.68           0
## 232           Urban             97.73          smokes 28.00           0
## 233           Urban             70.94    never smoked 25.00           0
## 234           Urban            199.84 formerly smoked 26.00           0
## 235           Urban            218.46         Unknown 28.00           0
## 236           Rural            211.06         Unknown 24.00           0
## 237           Urban             86.30         Unknown 27.00           0
## 238           Rural            162.14 formerly smoked 26.00           0
## 239           Urban             88.20    never smoked 26.00           0
## 240           Urban             91.92          smokes 23.00           0
## 241           Rural             76.46 formerly smoked 27.00           0
## 242           Rural            197.28 formerly smoked 25.00           0
## 243           Rural            233.94    never smoked 24.00           0
## 244           Urban            247.51 formerly smoked 23.00           0
## 245           Rural             84.96         Unknown 26.00           0
## 247           Rural             78.80 formerly smoked 27.00           0
## 248           Rural             87.80         Unknown 25.00           0
## 249           Rural             78.81         Unknown 25.00           0
## 250           Rural             95.12         Unknown 26.00           0
## 251           Urban             87.96    never smoked 24.00           0
## 252           Urban            110.89         Unknown 23.00           0
## 253           Rural             69.04 formerly smoked 26.00           0
## 254           Rural            161.28         Unknown 24.00           0
## 255           Urban            210.95         Unknown 23.00           0
## 256           Urban             77.59 formerly smoked 23.00           0
## 257           Rural            243.53    never smoked 23.00           0
## 258           Rural             77.67          smokes 28.00           0
## 259           Urban            205.84    never smoked 24.00           0
## 260           Urban             77.08         Unknown 27.00           0
## 261           Urban             57.08 formerly smoked 25.00           0
## 262           Rural            162.96    never smoked 25.00           0
## 263           Rural             73.50 formerly smoked 25.00           0
## 264           Rural             95.04    never smoked 28.00           0
## 265           Rural             85.37    never smoked 27.00           0
## 266           Urban             84.62          smokes 24.00           0
## 267           Rural             82.67    never smoked 25.00           0
## 268           Urban             57.33          smokes 25.00           0
## 269           Urban             67.84          smokes 25.00           0
## 270           Rural             75.70         Unknown 27.00           0
## 271           Rural            129.54          smokes 23.00           0
## 272           Rural             60.22          smokes 24.00           0
## 273           Urban            198.21 formerly smoked 24.00           0
## 274           Urban            109.82    never smoked 27.61           0
## 275           Urban             60.84    never smoked 27.00           0
## 276           Rural             94.61          smokes 27.00           0
## 277           Rural             97.49    never smoked 26.00           0
## 278           Rural            206.72    never smoked 23.00           0
## 279           Rural            214.45    never smoked 29.63           0
## 280           Urban             82.90         Unknown 28.00           0
## 281           Urban            103.26         Unknown 28.00           0
## 282           Urban             55.78          smokes 29.64           0
## 283           Urban             73.74         Unknown 23.00           0
## 284           Urban            149.75         Unknown 23.00           0
## 285           Urban             82.34         Unknown 23.00           0
## 286           Rural             62.60 formerly smoked 24.00           0
## 287           Urban             94.09    never smoked 26.00           0
## 288           Urban             55.42         Unknown 23.00           0
## 289           Urban             82.18         Unknown 25.00           0
## 290           Urban            117.92          smokes 26.00           0
## 291           Urban            114.84         Unknown 27.00           0
## 292           Rural             79.17         Unknown 24.00           0
## 293           Rural            110.63         Unknown 25.00           0
## 294           Urban            190.70 formerly smoked 27.00           0
## 295           Rural             79.81         Unknown 25.00           0
## 296           Urban            113.63          smokes 27.00           0
## 297           Rural            141.24    never smoked 21.51           0
## 298           Rural             56.96          smokes 23.00           0
## 299           Rural            203.04    never smoked 23.00           0
## 300           Rural             94.30         Unknown 23.00           0
## 301           Urban             81.51         Unknown 25.00           0
## 302           Urban            137.74 formerly smoked 24.00           0
## 303           Rural             81.84    never smoked 24.00           0
## 304           Rural            242.30          smokes 27.00           0
## 305           Rural            102.64          smokes 28.00           0
## 306           Urban            146.01          smokes 25.00           0
## 307           Urban             75.42         Unknown 28.00           0
## 308           Urban            220.49         Unknown 25.00           0
## 309           Urban             61.45          smokes 24.00           0
## 310           Rural             88.19 formerly smoked 28.00           0
## 311           Rural            115.22         Unknown 26.00           0
## 312           Urban             97.93         Unknown 27.00           0
## 313           Rural             85.60         Unknown 25.00           0
## 314           Rural             79.83          smokes 25.00           0
## 315           Urban            218.46    never smoked 23.00           0
## 316           Rural             62.20 formerly smoked 26.00           0
## 317           Urban             69.15 formerly smoked 23.00           0
## 318           Rural            127.71    never smoked 28.00           0
## 319           Rural            216.70 formerly smoked 26.00           0
## 320           Urban             71.89    never smoked 28.00           0
## 321           Rural            103.56         Unknown 26.00           0
## 322           Rural             79.03         Unknown 26.00           0
## 323           Urban             69.94         Unknown 23.00           0
## 324           Rural             90.12         Unknown 28.00           0
## 325           Urban             95.10 formerly smoked 25.00           0
## 326           Rural            234.58 formerly smoked 24.00           0
## 327           Rural            235.85    never smoked 25.00           0
## 328           Rural             78.05         Unknown 27.00           0
## 329           Rural             89.44          smokes 28.00           0
## 330           Rural            111.38          smokes 26.00           0
## 331           Urban            243.50    never smoked 26.00           0
## 332           Urban            182.20 formerly smoked 24.00           0
## 333           Urban            229.92          smokes 26.00           0
## 334           Urban             82.24 formerly smoked 25.00           0
## 335           Rural             89.84         Unknown 27.00           0
## 336           Rural             90.69         Unknown 23.00           0
## 337           Urban             84.38         Unknown 23.00           0
## 338           Urban            215.60    never smoked 24.00           0
## 339           Rural             91.61    never smoked 25.00           0
## 340           Rural            138.16    never smoked 28.00           0
## 341           Urban             75.23    never smoked 25.00           0
## 342           Rural             75.18 formerly smoked 26.00           0
## 343           Urban            106.23 formerly smoked 27.00           0
## 344           Urban            239.64 formerly smoked 24.00           0
## 345           Urban             58.95    never smoked 24.00           0
## 346           Urban             99.92    never smoked 25.00           0
## 347           Rural            116.23    never smoked 27.00           0
## 348           Urban            118.82 formerly smoked 25.00           0
## 349           Rural             66.30    never smoked 28.00           0
## 350           Urban            101.41          smokes 23.00           0
## 351           Urban            200.28 formerly smoked 27.00           0
## 352           Urban            136.80    never smoked 25.00           0
## 353           Rural             96.57    never smoked 27.00           0
## 354           Rural             66.42    never smoked 25.00           0
## 355           Urban             98.09          smokes 25.00           0
## 356           Rural            205.23    never smoked 21.31           0
## 357           Urban             86.78          smokes 26.00           0
## 358           Rural            126.82    never smoked 27.00           0
## 359           Urban             78.40    never smoked 26.00           0
## 360           Urban             63.69          smokes 24.00           0
## 361           Urban            209.58    never smoked 25.00           0
## 362           Rural             89.86    never smoked 25.00           0
## 363           Rural            110.99 formerly smoked 24.00           0
## 364           Urban             83.82         Unknown 28.00           0
## 365           Urban            137.96         Unknown 24.00           0
## 366           Rural            210.78 formerly smoked 23.00           0
## 367           Rural            118.89    never smoked 27.00           0
## 368           Rural             72.55    never smoked 23.00           0
## 369           Rural            107.41    never smoked 24.00           0
## 370           Rural             93.25         Unknown 27.00           0
## 371           Rural             74.91    never smoked 24.00           0
## 372           Urban             80.05    never smoked 27.00           0
## 373           Urban             99.80    never smoked 24.00           0
## 374           Rural             91.97 formerly smoked 28.00           0
## 375           Rural             64.40          smokes 27.00           0
## 376           Rural             73.02    never smoked 26.00           0
## 377           Rural             88.11         Unknown 23.00           0
## 378           Urban            138.29         Unknown 26.00           0
## 379           Rural             72.36         Unknown 28.00           0
## 380           Rural             68.76 formerly smoked 26.00           0
## 381           Rural            106.22         Unknown 25.00           0
## 382           Urban            101.52    never smoked 27.00           0
## 383           Rural            109.51    never smoked 23.00           0
## 384           Rural             85.84         Unknown 23.00           0
## 385           Rural            110.15         Unknown 25.00           0
## 386           Urban             91.72    never smoked 23.48           0
## 387           Urban            251.60    never smoked 24.00           0
## 388           Urban            123.10    never smoked 23.00           0
## 389           Rural             97.40 formerly smoked 23.00           0
## 390           Rural             68.34 formerly smoked 28.00           0
## 391           Urban             80.81    never smoked 28.00           0
## 392           Rural            120.31          smokes 26.00           0
## 393           Rural             83.51    never smoked 27.00           0
## 394           Urban             74.09    never smoked 24.00           0
## 395           Urban             91.60    never smoked 24.00           0
## 396           Urban             87.52    never smoked 27.00           0
## 397           Rural            213.37    never smoked 28.00           0
## 398           Rural             75.39    never smoked 26.00           0
## 399           Rural            122.41          smokes 24.00           0
## 400           Rural            223.36 formerly smoked 27.00           0
## 401           Rural             84.59         Unknown 26.00           0
## 402           Urban             70.16    never smoked 26.00           0
## 403           Rural            107.52         Unknown 25.00           0
## 404           Urban             80.88          smokes 23.00           0
## 405           Rural             93.48         Unknown 24.00           0
## 406           Urban             70.21    never smoked 27.00           0
## 407           Rural             86.67         Unknown 24.00           0
## 408           Rural            101.37    never smoked 23.36           0
## 409           Rural            105.22    never smoked 25.00           0
## 410           Rural             70.31         Unknown 25.00           0
## 411           Rural             64.06         Unknown 28.00           0
## 412           Rural            178.29    never smoked 25.00           0
## 413           Rural             81.60          smokes 24.00           0
## 414           Urban            147.48         Unknown 23.00           0
## 415           Urban             86.86    never smoked 25.00           0
## 416           Rural             71.16          smokes 23.00           0
## 417           Urban             73.20         Unknown 23.00           0
## 418           Urban            203.81    never smoked 28.00           0
## 419           Rural             82.00    never smoked 23.00           0
## 420           Urban             97.55    never smoked 25.00           0
## 421           Urban             94.29         Unknown 25.00           0
## 422           Rural             75.22         Unknown 28.00           0
## 423           Urban             90.07         Unknown 27.00           0
## 424           Urban             73.73 formerly smoked 28.00           0
## 425           Urban             79.58    never smoked 24.00           0
## 426           Urban             77.88         Unknown 26.00           0
## 427           Rural            205.26    never smoked 27.00           0
## 428           Rural             58.63          smokes 22.19           0
## 429           Rural            139.90          smokes 28.00           0
## 430           Urban            211.03 formerly smoked 26.00           0
## 431           Urban             72.79    never smoked 24.00           0
## 432           Rural             91.65 formerly smoked 25.00           0
## 433           Rural             79.92          smokes 24.00           0
## 434           Rural            225.47    never smoked 30.38           0
## 435           Urban             94.48    never smoked 24.00           0
## 436           Urban             82.34    never smoked 28.00           0
## 437           Urban            180.63 formerly smoked 25.00           0
## 438           Rural             92.48         Unknown 24.00           0
## 439           Rural            116.66 formerly smoked 25.00           0
## 440           Urban            112.09    never smoked 23.00           0
## 441           Urban            130.34    never smoked 27.00           0
## 442           Urban             82.59    never smoked 25.00           0
## 443           Rural            123.87         Unknown 25.00           0
## 444           Rural             98.70         Unknown 23.00           0
## 445           Rural            227.10         Unknown 28.00           0
## 446           Rural             55.39         Unknown 18.14           0
## 447           Urban             66.07         Unknown 24.00           0
## 448           Rural            104.21    never smoked 24.00           0
## 449           Urban            145.15         Unknown 26.00           0
## 450           Urban             68.19    never smoked 24.00           0
## 451           Rural             97.53          smokes 24.00           0
## 452           Urban            122.31    never smoked 27.00           0
## 453           Urban             83.51    never smoked 23.00           0
## 454           Urban             86.46         Unknown 24.00           0
## 455           Rural            112.06    never smoked 27.00           0
## 456           Urban             92.14    never smoked 26.00           0
## 457           Rural            201.76 formerly smoked 24.00           0
## 458           Urban             74.44          smokes 27.00           0
## 459           Rural             95.93         Unknown 25.00           0
## 460           Rural             87.51         Unknown 27.00           0
## 461           Rural             72.35         Unknown 23.00           0
## 462           Rural            113.47         Unknown 27.00           0
## 463           Rural            103.78 formerly smoked 28.00           0
## 464           Rural            115.43    never smoked 26.00           0
## 465           Rural             95.59    never smoked 26.00           0
## 466           Rural            101.52          smokes 26.00           0
## 467           Rural            170.05          smokes 27.00           0
## 468           Rural            217.30    never smoked 24.00           0
## 469           Urban            196.01    never smoked 24.00           0
## 470           Urban             92.21         Unknown 25.00           0
## 471           Rural            100.09    never smoked 25.00           0
## 472           Rural             93.88    never smoked 27.00           0
## 473           Rural             75.05          smokes 23.00           0
## 474           Rural             70.08    never smoked 28.00           0
## 475           Urban             74.20          smokes 24.00           0
## 476           Rural             69.01    never smoked 28.00           0
## 477           Rural             96.17         Unknown 25.00           0
## 478           Urban            184.15         Unknown 26.00           0
## 479           Urban             87.24 formerly smoked 28.00           0
## 480           Rural            198.69          smokes 28.00           0
## 481           Urban             82.58         Unknown 25.00           0
## 482           Rural             96.88         Unknown 24.00           0
## 483           Urban             73.32         Unknown 27.00           0
## 484           Rural             94.59         Unknown 26.00           0
## 485           Rural            132.08          smokes 26.00           0
## 486           Urban             98.99    never smoked 26.00           0
## 487           Rural            104.48    never smoked 28.00           0
## 488           Rural             98.01         Unknown 25.00           0
## 489           Rural             79.14 formerly smoked 25.00           0
## 490           Urban             89.32         Unknown 28.00           0
## 491           Rural             65.24         Unknown 28.00           0
## 492           Rural             80.98 formerly smoked 28.00           0
## 493           Urban            186.17         Unknown 23.00           0
## 494           Rural             69.24    never smoked 21.83           0
## 495           Rural            111.19 formerly smoked 27.00           0
## 496           Urban             93.28    never smoked 27.00           0
## 497           Rural            122.19         Unknown 25.00           0
## 498           Rural            129.53    never smoked 28.00           0
## 499           Rural            114.53         Unknown 25.00           0
## 500           Urban             93.73          smokes 31.75           0
## 501           Urban             77.49 formerly smoked 28.00           0
## 502           Urban             65.38 formerly smoked 28.00           0
## 503           Urban             94.18    never smoked 26.00           0
## 504           Urban            118.70         Unknown 25.00           0
## 505           Urban             96.29          smokes 23.00           0
## 506           Rural             74.64          smokes 24.00           0
## 507           Urban             96.99 formerly smoked 27.00           0
## 508           Rural            100.61         Unknown 26.00           0
## 509           Rural             97.08         Unknown 27.00           0
## 510           Rural             84.79    never smoked 24.00           0
## 511           Rural             78.75 formerly smoked 24.00           0
## 512           Rural             82.93          smokes 27.00           0
## 513           Urban             88.78          smokes 25.00           0
## 514           Urban            122.10          smokes 26.00           0
## 515           Rural             74.81          smokes 24.00           0
## 516           Urban            183.45          smokes 26.00           0
## 517           Urban            114.94    never smoked 27.00           0
## 518           Rural            104.38 formerly smoked 23.00           0
## 519           Urban            102.91         Unknown 26.00           0
## 520           Rural            108.79         Unknown 26.00           0
## 521           Urban             73.31    never smoked 28.00           0
## 522           Urban             68.52    never smoked 23.00           0
## 523           Rural             89.77          smokes 24.00           0
## 524           Urban            102.64    never smoked 26.00           0
## 525           Urban             70.92    never smoked 25.00           0
## 526           Rural             86.11         Unknown 26.00           0
## 527           Urban            129.16    never smoked 24.00           0
## 528           Urban            113.85    never smoked 24.00           0
## 529           Rural             79.35 formerly smoked 25.00           0
## 530           Rural             80.79         Unknown 28.00           0
## 531           Urban            114.01 formerly smoked 28.00           0
## 532           Rural             93.74    never smoked 25.00           0
## 533           Rural             90.65         Unknown 28.00           0
## 534           Urban             98.41    never smoked 27.00           0
## 535           Urban            127.18         Unknown 24.00           0
## 536           Urban            138.06         Unknown 23.00           0
## 537           Urban             89.44    never smoked 24.00           0
## 538           Urban            105.61         Unknown 25.00           0
## 539           Rural            155.43    never smoked 26.00           0
## 540           Rural             80.83         Unknown 23.00           0
## 541           Urban             80.19    never smoked 26.00           0
## 542           Urban             60.34 formerly smoked 22.91           0
## 543           Urban             79.30 formerly smoked 28.00           0
## 544           Urban             98.44         Unknown 23.00           0
## 545           Rural            210.48    never smoked 25.00           0
## 546           Rural             70.34         Unknown 27.00           0
## 547           Urban            122.22         Unknown 25.00           0
## 548           Rural             75.29          smokes 23.00           0
## 549           Rural            100.35    never smoked 28.00           0
## 550           Urban            193.83    never smoked 23.00           0
## 551           Urban            126.96         Unknown 24.00           0
## 552           Urban            183.34 formerly smoked 19.05           0
## 553           Urban            247.69         Unknown 26.00           0
## 554           Rural             76.20    never smoked 24.00           0
## 555           Rural             71.43         Unknown 26.00           0
## 556           Rural             93.36    never smoked 20.68           0
## 557           Urban             61.29    never smoked 24.00           0
## 558           Urban            103.62         Unknown 24.00           0
## 559           Rural            100.52         Unknown 23.00           0
## 560           Rural            191.47    never smoked 20.27           0
## 561           Urban             67.06         Unknown 25.00           0
## 562           Urban            144.10    never smoked 25.00           0
## 563           Urban             58.26         Unknown 24.00           0
## 564           Urban            239.82    never smoked 27.00           0
## 565           Rural             73.71         Unknown 23.00           0
## 566           Rural             88.53    never smoked 28.00           0
## 567           Urban            114.79         Unknown 27.00           0
## 568           Rural            113.80 formerly smoked 23.00           0
## 569           Urban             71.91         Unknown 25.00           0
## 570           Urban             65.30    never smoked 25.00           0
## 571           Urban            189.57    never smoked 24.00           0
## 572           Urban            114.25 formerly smoked 28.00           0
## 573           Urban             81.26 formerly smoked 27.00           0
## 574           Urban             87.88          smokes 28.47           0
## 575           Urban            112.17         Unknown 25.00           0
## 576           Rural             99.97    never smoked 25.00           0
## 577           Urban            207.58          smokes 28.00           0
## 578           Urban            109.16          smokes 25.00           0
## 579           Urban             74.46 formerly smoked 27.00           0
## 580           Rural            118.51    never smoked 28.00           0
## 581           Urban            107.47 formerly smoked 27.00           0
## 582           Rural            182.86         Unknown 23.00           0
## 583           Rural             59.17         Unknown 28.00           0
## 584           Rural            215.64 formerly smoked 25.00           0
## 585           Rural            163.70         Unknown 27.00           0
## 586           Rural            196.36 formerly smoked 25.00           0
## 587           Rural            139.77         Unknown 28.00           0
## 588           Urban            141.23    never smoked 25.00           0
## 589           Urban             89.99 formerly smoked 24.00           0
## 590           Urban            108.53          smokes 28.00           0
## 591           Urban             63.61         Unknown 27.00           0
## 592           Urban             85.54          smokes 28.00           0
## 593           Urban            100.83    never smoked 24.00           0
## 594           Urban             59.82    never smoked 27.00           0
## 595           Urban            105.95          smokes 25.00           0
## 596           Rural            188.11          smokes 26.00           0
## 597           Urban             71.15 formerly smoked 27.00           0
## 598           Rural             60.53         Unknown 27.00           0
## 599           Rural            205.50    never smoked 25.00           0
## 600           Urban            204.86    never smoked 24.00           0
## 601           Rural            115.03    never smoked 24.00           0
## 602           Rural             79.87    never smoked 28.00           0
## 603           Rural             97.89    never smoked 27.00           0
## 604           Urban            125.26    never smoked 27.00           0
## 605           Rural            114.32          smokes 27.00           0
## 606           Urban             92.23         Unknown 28.00           0
## 607           Urban             83.51    never smoked 21.66           0
## 608           Urban            102.34         Unknown 28.00           0
## 609           Rural            144.48          smokes 24.00           0
## 610           Rural             88.39         Unknown 24.00           0
## 611           Rural            228.08         Unknown 27.00           0
## 612           Urban             93.79    never smoked 27.00           0
## 613           Rural            147.14         Unknown 24.00           0
## 614           Rural            106.43          smokes 26.00           0
## 615           Rural             88.04    never smoked 28.00           0
## 616           Urban             92.20         Unknown 28.00           0
## 617           Urban            219.53    never smoked 27.00           0
## 618           Rural             75.56          smokes 28.00           0
## 619           Urban            158.31 formerly smoked 27.00           0
## 620           Urban            111.43          smokes 25.00           0
## 621           Rural            219.97    never smoked 24.00           0
## 622           Rural            148.91    never smoked 27.00           0
## 623           Urban             69.40    never smoked 25.00           0
## 624           Rural             68.34         Unknown 24.00           0
## 625           Urban             58.37          smokes 26.00           0
## 626           Urban             71.20    never smoked 27.00           0
## 627           Rural            101.50          smokes 26.00           0
## 628           Urban             92.04    never smoked 25.00           0
## 629           Rural             73.00    never smoked 24.06           0
## 630           Urban            111.15          smokes 27.00           0
## 631           Rural             58.65    never smoked 26.00           0
## 632           Urban            100.54    never smoked 25.00           0
## 633           Rural            111.73    never smoked 24.00           0
## 634           Urban             97.78         Unknown 25.00           0
## 635           Rural             85.79         Unknown 28.00           0
## 636           Rural             98.54    never smoked 28.00           0
## 637           Urban             94.62 formerly smoked 25.00           0
## 638           Rural            112.43    never smoked 26.00           0
## 639           Urban             99.67 formerly smoked 25.00           0
## 640           Urban             67.39         Unknown 23.00           0
## 641           Urban             95.12    never smoked 28.38           0
## 642           Rural             85.06    never smoked 23.00           0
## 643           Rural            214.05 formerly smoked 23.00           0
## 644           Urban             79.09    never smoked 24.00           0
## 645           Urban             98.09    never smoked 26.00           0
## 646           Urban             76.36         Unknown 28.00           0
## 647           Urban             98.42 formerly smoked 28.00           0
## 648           Urban             82.01 formerly smoked 24.00           0
## 649           Rural             56.11          smokes 26.00           0
## 650           Rural            111.85    never smoked 20.53           0
## 651           Urban             92.39    never smoked 25.00           0
## 652           Urban            112.54 formerly smoked 24.00           0
## 653           Urban             63.71 formerly smoked 23.00           0
## 654           Urban             70.35 formerly smoked 27.00           0
## 655           Urban             94.65 formerly smoked 28.00           0
## 656           Rural             64.64    never smoked 30.36           0
## 657           Rural             57.27         Unknown 26.00           0
## 658           Urban            107.25         Unknown 23.00           0
## 659           Rural             77.12    never smoked 27.00           0
## 660           Urban             55.32          smokes 24.00           0
## 661           Rural             69.37         Unknown 27.00           0
## 662           Urban             57.57    never smoked 26.00           0
## 663           Urban             87.43         Unknown 24.00           0
## 664           Rural             98.73    never smoked 23.00           0
## 665           Rural             81.18    never smoked 23.00           0
## 666           Rural             56.23    never smoked 28.13           0
## 667           Rural             69.61    never smoked 23.00           0
## 668           Rural             59.49         Unknown 24.00           0
## 669           Rural            118.14 formerly smoked 27.00           0
## 670           Rural            100.26         Unknown 24.00           0
## 671           Rural             56.75    never smoked 23.00           0
## 672           Urban             88.27    never smoked 23.00           0
## 673           Urban             67.81    never smoked 27.00           0
## 674           Rural             77.46    never smoked 23.00           0
## 675           Urban             76.26    never smoked 25.00           0
## 676           Rural             86.39    never smoked 26.00           0
## 677           Urban            116.38 formerly smoked 28.00           0
## 678           Rural             75.74          smokes 27.00           0
## 679           Rural             92.14         Unknown 24.00           0
## 680           Rural            149.95    never smoked 27.00           0
## 681           Urban             92.11    never smoked 25.00           0
## 682           Rural             74.98    never smoked 22.11           0
## 683           Urban             55.25    never smoked 27.00           0
## 684           Rural             79.89         Unknown 28.00           0
## 685           Urban            130.61         Unknown 27.00           0
## 686           Urban             94.26         Unknown 26.00           0
## 687           Urban             94.34 formerly smoked 27.00           0
## 688           Urban            109.03 formerly smoked 25.00           0
## 689           Rural             81.03    never smoked 30.48           0
## 690           Rural             99.82    never smoked 25.41           0
## 691           Urban            140.08    never smoked 23.00           0
## 692           Urban             59.54         Unknown 24.00           0
## 693           Urban             80.33    never smoked 23.00           0
## 694           Urban            131.51    never smoked 25.00           0
## 695           Rural             89.21 formerly smoked 24.00           0
## 696           Rural             91.45    never smoked 28.00           0
## 697           Rural             90.58         Unknown 25.00           0
## 698           Urban             91.45         Unknown 27.00           0
## 699           Rural             89.63          smokes 26.00           0
## 700           Urban            124.06    never smoked 24.33           0
## 701           Rural             99.47    never smoked 23.00           0
## 702           Urban             88.97    never smoked 27.00           0
## 703           Rural             80.93    never smoked 26.00           0
## 704           Urban            102.07          smokes 28.00           0
## 705           Rural             91.69         Unknown 27.00           0
## 706           Urban             63.71          smokes 23.00           0
## 707           Rural            200.49          smokes 26.00           0
## 708           Rural             75.30 formerly smoked 24.00           0
## 709           Urban            240.71 formerly smoked 23.00           0
## 710           Urban             60.50 formerly smoked 24.00           0
## 711           Rural            131.85         Unknown 25.00           0
## 712           Rural            134.39 formerly smoked 27.00           0
## 713           Urban             56.18    never smoked 27.00           0
## 714           Rural            113.64 formerly smoked 23.00           0
## 715           Rural            156.57         Unknown 23.00           0
## 716           Rural             80.40    never smoked 28.00           0
## 717           Urban             59.26          smokes 26.00           0
## 718           Rural             63.26         Unknown 26.00           0
## 719           Urban             86.24    never smoked 26.00           0
## 720           Urban            197.10 formerly smoked 27.00           0
## 721           Urban             90.90 formerly smoked 28.00           0
## 722           Rural             84.59         Unknown 26.00           0
## 723           Rural            121.80         Unknown 23.00           0
## 724           Rural             77.65          smokes 25.00           0
## 725           Urban             64.41          smokes 28.00           0
## 726           Urban             75.19          smokes 27.00           0
## 727           Rural             67.97          smokes 25.00           0
## 728           Urban            119.34    never smoked 24.00           0
## 729           Rural             94.92    never smoked 22.01           0
## 730           Rural            107.42    never smoked 25.00           0
## 731           Rural             85.02         Unknown 28.00           0
## 732           Urban            103.51    never smoked 26.00           0
## 733           Urban            114.50 formerly smoked 27.00           0
## 734           Urban             70.78         Unknown 28.00           0
## 735           Rural             95.01          smokes 27.00           0
## 736           Urban             84.11    never smoked 24.00           0
## 737           Urban             74.02    never smoked 23.00           0
## 738           Urban             78.49          smokes 23.00           0
## 739           Urban             74.22         Unknown 28.00           0
## 740           Urban             55.34          smokes 24.00           0
## 741           Rural             75.04    never smoked 24.00           0
## 742           Rural            109.73    never smoked 28.00           0
## 743           Urban             95.81         Unknown 28.00           0
## 744           Rural             96.78          smokes 24.00           0
## 745           Urban            194.62    never smoked 26.00           0
## 746           Rural             70.02    never smoked 23.00           0
## 747           Urban            222.21          smokes 26.00           0
## 748           Rural             62.41    never smoked 26.00           0
## 749           Urban             55.83    never smoked 28.00           0
## 750           Rural             65.12    never smoked 26.00           0
## 751           Rural             73.62         Unknown 24.00           0
## 752           Urban             85.83 formerly smoked 24.21           0
## 753           Urban            103.86         Unknown 26.00           0
## 754           Urban             60.98         Unknown 25.00           0
## 755           Rural             82.69         Unknown 27.00           0
## 756           Rural            250.20         Unknown 28.00           0
## 757           Rural            128.97         Unknown 28.00           0
## 758           Rural             84.31    never smoked 28.00           0
## 759           Rural             74.80    never smoked 27.00           0
## 760           Urban             97.06 formerly smoked 26.00           0
## 761           Urban             77.54         Unknown 28.00           0
## 762           Rural             92.78    never smoked 25.00           0
## 763           Rural            173.43          smokes 24.00           0
## 764           Urban             79.08    never smoked 19.05           0
## 765           Urban            106.18          smokes 28.00           0
## 766           Rural            114.21    never smoked 24.00           0
## 767           Rural             91.08    never smoked 24.00           0
## 768           Urban            105.77         Unknown 27.00           0
## 769           Rural             74.88          smokes 23.00           0
## 770           Rural            123.15          smokes 24.00           0
## 771           Rural            184.25    never smoked 25.00           0
## 772           Rural            117.69    never smoked 24.00           0
## 773           Rural             55.26         Unknown 23.94           0
## 774           Urban            106.51    never smoked 23.00           0
## 775           Rural             55.27 formerly smoked 27.00           0
## 776           Urban             98.42         Unknown 23.00           0
## 777           Rural             99.20    never smoked 25.00           0
## 778           Urban             98.92 formerly smoked 24.00           0
## 779           Rural             92.70    never smoked 27.00           0
## 780           Rural            106.70    never smoked 26.00           0
## 781           Urban            152.81         Unknown 23.00           0
## 782           Urban             82.59 formerly smoked 25.00           0
## 783           Urban             91.00    never smoked 28.00           0
## 784           Urban             93.88         Unknown 31.60           0
## 785           Urban             76.99    never smoked 23.00           0
## 786           Rural            254.60         Unknown 24.19           0
## 787           Rural             93.99 formerly smoked 28.00           0
## 788           Urban            109.68    never smoked 24.00           0
## 789           Rural             92.04    never smoked 25.00           0
## 790           Rural            111.41    never smoked 26.00           0
## 791           Rural             97.92    never smoked 26.00           0
## 792           Urban             65.61         Unknown 23.00           0
## 793           Urban             62.37    never smoked 23.00           0
## 794           Urban            101.28    never smoked 26.00           0
## 795           Rural             88.31          smokes 28.00           0
## 796           Rural            103.55 formerly smoked 24.00           0
## 797           Urban             60.26    never smoked 26.00           0
## 798           Urban             79.39    never smoked 28.00           0
## 799           Urban            122.01          smokes 26.00           0
## 800           Rural             78.09         Unknown 26.00           0
## 801           Urban             89.70          smokes 27.00           0
## 802           Rural             95.10    never smoked 23.00           0
## 803           Rural            112.64 formerly smoked 26.00           0
## 804           Rural             79.80 formerly smoked 25.00           0
## 805           Urban             82.20         Unknown 23.00           0
## 806           Urban            108.89         Unknown 27.00           0
## 807           Rural            114.32    never smoked 28.00           0
## 808           Rural            116.14    never smoked 28.00           0
## 809           Urban            122.74         Unknown 23.00           0
## 810           Urban             94.04    never smoked 26.00           0
## 811           Rural             86.60    never smoked 25.00           0
## 812           Rural             82.32         Unknown 24.00           0
## 813           Rural             83.83    never smoked 27.00           0
## 814           Urban            106.98    never smoked 23.00           0
## 815           Urban             93.88         Unknown 23.00           0
## 816           Urban             70.53          smokes 23.88           0
## 817           Rural            212.01    never smoked 23.00           0
## 818           Rural             65.88         Unknown 24.00           0
## 819           Rural            106.97 formerly smoked 23.00           0
## 820           Urban            126.35    never smoked 28.00           0
## 821           Urban            129.16         Unknown 25.00           0
## 822           Rural             88.66 formerly smoked 27.00           0
## 823           Rural            112.95 formerly smoked 23.00           0
## 824           Urban             81.59    never smoked 25.00           0
## 825           Rural             76.82    never smoked 24.00           0
## 826           Rural             73.75          smokes 28.00           0
## 827           Urban             91.56    never smoked 26.00           0
## 828           Rural            104.55    never smoked 25.00           0
## 829           Urban             84.84         Unknown 25.00           0
## 830           Rural             86.06    never smoked 26.00           0
## 831           Rural            109.10         Unknown 28.00           0
## 832           Rural             68.35    never smoked 25.00           0
## 833           Urban            121.04         Unknown 28.00           0
## 834           Rural            160.83         Unknown 26.00           0
## 835           Rural             85.62          smokes 23.00           0
## 836           Urban             74.23 formerly smoked 24.00           0
## 837           Urban            110.76 formerly smoked 28.00           0
## 838           Urban             79.44    never smoked 23.00           0
## 839           Rural            119.52    never smoked 27.00           0
## 840           Rural             90.42    never smoked 27.00           0
## 841           Urban            109.32         Unknown 26.00           0
## 842           Rural             78.16    never smoked 28.00           0
## 843           Rural             79.13 formerly smoked 25.00           0
## 844           Urban             84.06    never smoked 28.00           0
## 845           Rural             89.30         Unknown 24.00           0
## 846           Urban             69.21    never smoked 28.00           0
## 847           Rural            186.45    never smoked 23.00           0
## 848           Urban             58.47    never smoked 26.00           0
## 849           Rural            189.49         Unknown 25.00           0
## 850           Urban             99.60 formerly smoked 26.00           0
## 851           Rural            126.18         Unknown 27.00           0
## 852           Urban            186.32          smokes 26.00           0
## 853           Rural             62.49    never smoked 23.00           0
## 854           Rural             74.51    never smoked 25.00           0
## 855           Urban             94.63    never smoked 26.00           0
## 856           Rural             91.98          smokes 28.00           0
## 857           Rural             56.77         Unknown 25.00           0
## 858           Urban             75.87    never smoked 24.00           0
## 859           Rural             77.19          smokes 28.00           0
## 860           Urban            135.75          smokes 28.00           0
## 861           Rural            100.15          smokes 28.00           0
## 862           Urban             95.08    never smoked 28.00           0
## 863           Urban            125.38          smokes 25.00           0
## 864           Urban            111.71 formerly smoked 24.00           0
## 865           Rural             94.64    never smoked 23.00           0
## 866           Urban            226.70          smokes 24.00           0
## 867           Urban            112.96    never smoked 27.00           0
## 868           Rural            183.10    never smoked 23.00           0
## 869           Urban            105.36         Unknown 27.00           0
## 870           Urban             84.13    never smoked 24.00           0
## 871           Rural            102.47 formerly smoked 26.43           0
## 872           Rural             77.04    never smoked 28.00           0
## 873           Rural             83.23    never smoked 23.00           0
## 874           Rural             87.01    never smoked 25.00           0
## 875           Rural             56.99    never smoked 23.00           0
## 876           Rural             73.01 formerly smoked 28.00           0
## 877           Urban            106.35    never smoked 25.00           0
## 878           Rural             80.63         Unknown 28.00           0
## 879           Urban            103.61    never smoked 26.00           0
## 880           Urban             91.35 formerly smoked 22.86           0
## 881           Urban            194.04    never smoked 24.00           0
## 882           Rural            111.99 formerly smoked 24.00           0
## 883           Rural             57.51          smokes 26.00           0
## 884           Rural             68.49    never smoked 25.00           0
## 885           Urban             60.20 formerly smoked 27.00           0
## 886           Urban            160.00 formerly smoked 25.00           0
## 887           Urban             86.96    never smoked 25.00           0
## 888           Rural            237.15    never smoked 26.00           0
## 889           Rural             99.06    never smoked 23.00           0
## 890           Urban             56.31 formerly smoked 24.00           0
## 891           Urban             84.31          smokes 27.00           0
## 892           Rural             90.92    never smoked 25.00           0
## 893           Rural            104.33    never smoked 23.25           0
## 894           Urban             62.61         Unknown 26.00           0
## 895           Urban            231.19 formerly smoked 26.00           0
## 896           Rural             94.30         Unknown 25.00           0
## 897           Rural            104.48          smokes 25.00           0
## 898           Urban             72.62    never smoked 24.00           0
## 899           Urban             81.64         Unknown 28.00           0
## 900           Rural             90.78    never smoked 27.00           0
## 901           Urban             70.71    never smoked 28.00           0
## 902           Urban             72.36          smokes 25.00           0
## 903           Urban             59.76         Unknown 27.00           0
## 904           Urban             83.76          smokes 23.00           0
## 905           Rural             63.64 formerly smoked 25.00           0
## 906           Rural             76.26    never smoked 24.00           0
## 907           Rural             82.06 formerly smoked 28.00           0
## 908           Urban            110.91    never smoked 23.84           0
## 909           Rural             77.16          smokes 24.00           0
## 910           Rural             69.58         Unknown 27.00           0
## 911           Urban             96.26         Unknown 25.00           0
## 912           Rural             87.27          smokes 28.00           0
## 913           Urban             65.36 formerly smoked 26.00           0
## 914           Rural            109.51         Unknown 27.35           0
## 915           Urban             89.03          smokes 28.00           0
## 916           Urban             91.34 formerly smoked 23.00           0
## 917           Rural             57.82 formerly smoked 27.00           0
## 918           Urban             81.15 formerly smoked 23.00           0
## 919           Rural            115.29         Unknown 25.00           0
## 920           Urban            111.02         Unknown 24.00           0
## 921           Urban            111.61          smokes 25.00           0
## 922           Rural            109.02         Unknown 26.00           0
## 923           Urban            106.51         Unknown 25.00           0
## 924           Rural            207.32          smokes 23.00           0
## 925           Urban             87.11    never smoked 22.05           0
## 926           Urban             61.68         Unknown 28.00           0
## 927           Rural            119.04         Unknown 25.00           0
## 928           Urban             86.05         Unknown 26.00           0
## 929           Urban             70.03          smokes 27.00           0
## 930           Urban            207.64 formerly smoked 28.00           0
## 931           Rural            236.84    never smoked 23.00           0
## 932           Urban             78.11    never smoked 25.00           0
## 933           Rural            100.97    never smoked 24.00           0
## 934           Urban             99.21    never smoked 28.00           0
## 935           Urban            113.21    never smoked 26.00           0
## 936           Urban             92.95    never smoked 23.00           0
## 937           Urban            110.16    never smoked 24.00           0
## 938           Rural            142.57         Unknown 22.34           0
## 939           Rural             92.87    never smoked 23.00           0
## 940           Rural            111.48         Unknown 28.00           0
## 941           Urban            123.00    never smoked 27.00           0
## 942           Urban            100.54    never smoked 28.87           0
## 943           Urban            106.68    never smoked 24.00           0
## 944           Urban             86.40    never smoked 26.00           0
## 945           Urban             61.81         Unknown 28.00           0
## 946           Rural            128.28    never smoked 27.00           0
## 947           Rural            204.63    never smoked 25.00           0
## 948           Urban             89.98          smokes 25.00           0
## 949           Urban            232.89          smokes 27.00           0
## 950           Rural             98.58    never smoked 23.00           0
## 951           Urban             57.94         Unknown 24.00           0
## 952           Rural            123.21         Unknown 27.00           0
## 953           Urban             76.34          smokes 23.00           0
## 954           Rural             92.98         Unknown 28.00           0
## 955           Rural             92.81    never smoked 25.00           0
## 956           Urban             85.16          smokes 24.00           0
## 957           Urban             90.10    never smoked 26.00           0
## 958           Urban             65.15         Unknown 28.00           0
## 959           Urban            104.62          smokes 27.56           0
## 960           Urban            113.25    never smoked 25.00           0
## 961           Urban             59.28    never smoked 28.00           0
## 962           Urban             93.07         Unknown 23.00           0
## 963           Rural             77.42         Unknown 27.00           0
## 964           Rural             73.69    never smoked 26.00           0
## 965           Rural             74.90    never smoked 25.00           0
## 966           Urban             88.27 formerly smoked 27.00           0
## 967           Urban             58.39    never smoked 28.00           0
## 968           Rural            102.05    never smoked 24.00           0
## 969           Rural            112.47          smokes 31.82           0
## 970           Rural             72.84    never smoked 23.00           0
## 971           Urban            195.03 formerly smoked 24.00           0
## 972           Urban            170.95    never smoked 27.00           0
## 973           Urban             87.98    never smoked 23.00           0
## 974           Rural             65.81         Unknown 24.00           0
## 975           Urban            124.60         Unknown 25.00           0
## 976           Rural             83.65          smokes 24.00           0
## 977           Rural             88.81 formerly smoked 27.00           0
## 978           Urban             86.75         Unknown 23.00           0
## 979           Rural            123.36    never smoked 23.00           0
## 980           Rural             89.68          smokes 24.00           0
## 981           Rural             69.87         Unknown 23.00           0
## 982           Rural            109.22    never smoked 20.62           0
## 983           Rural            157.57         Unknown 26.00           0
## 984           Urban            110.73          smokes 24.00           0
## 985           Urban             99.14    never smoked 23.00           0
## 986           Urban             59.15    never smoked 27.00           0
## 987           Rural            165.11         Unknown 26.00           0
## 988           Rural             77.44 formerly smoked 28.00           0
## 989           Rural            100.33         Unknown 25.31           0
## 990           Urban             57.93         Unknown 24.00           0
## 991           Rural            148.24 formerly smoked 27.00           0
## 992           Urban             91.96         Unknown 24.00           0
## 993           Rural             72.93 formerly smoked 28.00           0
## 994           Rural             84.27         Unknown 23.00           0
## 995           Rural            124.45    never smoked 23.00           0
## 996           Urban             90.51         Unknown 28.00           0
## 997           Rural            118.87         Unknown 27.00           0
## 998           Rural             56.42    never smoked 27.00           0
## 999           Urban             73.67         Unknown 24.00           0
## 1000          Rural             89.11         Unknown 28.00           0
## 1001          Rural             74.04    never smoked 27.00           0
## 1002          Urban            145.23    never smoked 25.00           0
## 1003          Rural            100.80    never smoked 26.00           0
## 1004          Urban             85.22    never smoked 24.00           0
## 1005          Rural             72.49 formerly smoked 25.00           0
## 1006          Urban             82.61          smokes 23.00           0
## 1007          Rural             72.07         Unknown 25.00           0
## 1008          Rural             79.85         Unknown 26.00           0
## 1009          Rural             84.86         Unknown 27.00           0
## 1010          Urban            131.89         Unknown 24.00           0
## 1011          Urban             89.17    never smoked 24.00           0
## 1012          Rural            227.91 formerly smoked 26.00           0
## 1013          Urban            131.77         Unknown 25.00           0
## 1014          Urban            102.01         Unknown 23.00           0
## 1015          Urban            128.63         Unknown 28.00           0
## 1016          Urban            144.10          smokes 24.00           0
## 1017          Urban            143.15 formerly smoked 23.00           0
## 1018          Rural            116.67    never smoked 26.00           0
## 1019          Rural             85.60         Unknown 27.00           0
## 1020          Urban            142.12    never smoked 23.00           0
## 1021          Urban            100.81         Unknown 23.00           0
## 1022          Urban             69.17    never smoked 28.00           0
## 1023          Rural             58.38    never smoked 28.00           0
## 1024          Urban             86.34    never smoked 23.00           0
## 1025          Urban             95.44    never smoked 24.00           0
## 1026          Urban             94.78         Unknown 25.00           0
## 1027          Rural            109.59 formerly smoked 23.00           0
## 1028          Rural             79.26          smokes 28.00           0
## 1029          Urban             78.46    never smoked 26.00           0
## 1030          Rural             85.29    never smoked 23.00           0
## 1031          Rural            156.18          smokes 26.00           0
## 1032          Urban             69.52    never smoked 23.00           0
## 1033          Urban             65.32         Unknown 25.00           0
## 1034          Urban            108.47          smokes 26.00           0
## 1035          Urban            105.63          smokes 24.00           0
## 1036          Urban             77.93 formerly smoked 28.00           0
## 1037          Urban             95.20    never smoked 28.00           0
## 1038          Rural             78.52    never smoked 27.00           0
## 1039          Urban            114.89    never smoked 23.00           0
## 1040          Rural             95.43         Unknown 26.00           0
## 1041          Rural             84.08         Unknown 24.00           0
## 1042          Rural            110.55          smokes 23.00           0
## 1043          Urban             82.21    never smoked 23.00           0
## 1044          Urban             82.38 formerly smoked 25.00           0
## 1045          Urban             93.89    never smoked 27.00           0
## 1046          Rural             75.08         Unknown 26.00           0
## 1047          Urban             76.72         Unknown 24.00           0
## 1048          Rural             84.93         Unknown 24.00           0
## 1049          Urban             76.50 formerly smoked 26.00           0
## 1050          Urban             65.47    never smoked 26.00           0
## 1051          Urban             99.16          smokes 24.00           0
## 1052          Rural             63.53    never smoked 28.00           0
## 1053          Rural             78.65 formerly smoked 27.00           0
## 1054          Urban             63.78    never smoked 22.32           0
## 1055          Urban             77.52 formerly smoked 26.77           0
## 1056          Rural            111.64    never smoked 25.00           0
## 1057          Urban             97.84         Unknown 26.00           0
## 1058          Urban            113.01    never smoked 27.00           0
## 1059          Urban             56.48    never smoked 25.00           0
## 1060          Rural            204.50 formerly smoked 24.00           0
## 1061          Rural             96.02    never smoked 28.00           0
## 1062          Rural            206.25 formerly smoked 28.00           0
## 1063          Rural            115.52         Unknown 26.00           0
## 1064          Rural             60.69          smokes 23.00           0
## 1065          Urban             93.67         Unknown 25.00           0
## 1066          Urban             67.79 formerly smoked 23.00           0
## 1067          Rural             56.07    never smoked 23.00           0
## 1068          Rural            254.63    never smoked 25.00           0
## 1069          Rural             96.63         Unknown 23.00           0
## 1070          Rural             84.30         Unknown 25.00           0
## 1071          Rural            246.34    never smoked 27.00           0
## 1072          Rural            195.16         Unknown 24.27           0
## 1073          Rural             93.34    never smoked 23.55           0
## 1074          Urban            162.30    never smoked 28.00           0
## 1075          Urban            106.40         Unknown 24.57           0
## 1076          Urban            110.25    never smoked 28.00           0
## 1077          Rural             69.70    never smoked 26.00           0
## 1078          Urban             87.03 formerly smoked 26.00           0
## 1079          Urban            112.98    never smoked 27.00           0
## 1080          Rural             82.47          smokes 25.00           0
## 1081          Urban             75.88    never smoked 27.00           0
## 1082          Urban             84.63         Unknown 26.00           0
## 1083          Rural            109.56    never smoked 27.00           0
## 1084          Rural             89.45 formerly smoked 26.32           0
## 1085          Rural             91.65    never smoked 27.00           0
## 1086          Urban            121.14    never smoked 23.00           0
## 1087          Rural             87.77         Unknown 28.00           0
## 1088          Rural            106.56    never smoked 28.00           0
## 1089          Rural             93.88 formerly smoked 25.00           0
## 1090          Rural            153.76         Unknown 23.00           0
## 1091          Urban             88.65    never smoked 26.00           0
## 1092          Urban            111.22         Unknown 28.00           0
## 1093          Urban            223.68 formerly smoked 26.00           0
## 1094          Rural             55.86         Unknown 27.00           0
## 1095          Rural             63.73          smokes 24.00           0
## 1096          Rural            103.94    never smoked 25.00           0
## 1097          Rural             92.49         Unknown 28.00           0
## 1098          Urban            229.20 formerly smoked 27.00           0
## 1099          Rural             75.06         Unknown 27.00           0
## 1100          Urban             85.57         Unknown 28.00           0
## 1101          Urban             68.61    never smoked 26.00           0
## 1102          Urban             56.30         Unknown 25.00           0
## 1103          Rural            193.22          smokes 26.00           0
## 1104          Urban             65.98         Unknown 27.00           0
## 1105          Rural            204.57         Unknown 24.00           0
## 1106          Urban             64.99    never smoked 26.00           0
## 1107          Rural             66.12    never smoked 23.00           0
## 1108          Urban             73.40    never smoked 27.00           0
## 1109          Urban             82.83         Unknown 23.00           0
## 1110          Urban             93.55    never smoked 26.00           0
## 1111          Rural             90.40 formerly smoked 24.00           0
## 1112          Rural             98.10    never smoked 27.00           0
## 1113          Rural            142.02         Unknown 28.00           0
## 1114          Rural            251.46          smokes 26.00           0
## 1115          Rural             89.96    never smoked 29.38           0
## 1116          Urban             71.73         Unknown 23.00           0
## 1117          Urban             82.44          smokes 25.00           0
## 1118          Urban             80.85 formerly smoked 27.00           0
## 1119          Rural            220.52          smokes 25.00           0
## 1120          Urban             86.73         Unknown 24.00           0
## 1121          Urban             76.93    never smoked 28.00           0
## 1122          Urban            113.10    never smoked 23.00           0
## 1123          Rural             96.84 formerly smoked 23.00           0
## 1124          Urban            100.91         Unknown 26.00           0
## 1125          Urban            116.50         Unknown 27.00           0
## 1126          Rural             57.26    never smoked 26.00           0
## 1127          Urban            129.31         Unknown 28.00           0
## 1128          Rural             56.47    never smoked 23.00           0
## 1129          Urban             86.06 formerly smoked 27.00           0
## 1130          Rural             86.97    never smoked 25.00           0
## 1131          Urban             78.78 formerly smoked 24.00           0
## 1132          Rural            195.04    never smoked 26.00           0
## 1133          Rural            103.25         Unknown 25.00           0
## 1134          Rural            134.59          smokes 27.00           0
## 1135          Rural             93.74         Unknown 27.00           0
## 1136          Urban             90.66         Unknown 24.00           0
## 1137          Urban             91.68         Unknown 23.00           0
## 1138          Urban             75.79         Unknown 25.00           0
## 1139          Urban             91.68 formerly smoked 26.00           0
## 1140          Rural            106.68    never smoked 25.00           0
## 1141          Rural             82.31    never smoked 25.00           0
## 1142          Rural             90.06         Unknown 25.00           0
## 1143          Rural             65.47          smokes 24.00           0
## 1144          Rural             58.03         Unknown 23.14           0
## 1145          Rural             83.09    never smoked 25.00           0
## 1146          Urban             88.60         Unknown 26.00           0
## 1147          Urban             63.18         Unknown 27.00           0
## 1148          Rural             78.42    never smoked 24.00           0
## 1149          Urban             65.08 formerly smoked 26.00           0
## 1150          Urban             79.47    never smoked 26.00           0
## 1151          Rural             95.52    never smoked 28.00           0
## 1152          Urban             73.00          smokes 26.00           0
## 1153          Rural            138.07    never smoked 27.00           0
## 1154          Rural             86.99    never smoked 28.00           0
## 1155          Urban            112.07    never smoked 28.00           0
## 1156          Rural            105.76         Unknown 25.00           0
## 1157          Urban             55.67          smokes 24.00           0
## 1158          Urban             90.55 formerly smoked 28.00           0
## 1159          Rural            218.65    never smoked 26.00           0
## 1160          Rural            111.21         Unknown 28.00           0
## 1161          Urban             83.56          smokes 24.00           0
## 1162          Urban            116.76 formerly smoked 28.00           0
## 1163          Rural             83.50         Unknown 19.27           0
## 1164          Urban             69.30    never smoked 25.00           0
## 1165          Urban             67.55 formerly smoked 25.00           0
## 1166          Rural             80.28    never smoked 27.00           0
## 1167          Urban            211.49         Unknown 24.00           0
## 1168          Urban             67.96         Unknown 24.00           0
## 1169          Urban             99.29    never smoked 24.00           0
## 1170          Rural            140.52    never smoked 28.00           0
## 1171          Rural             75.62          smokes 28.00           0
## 1172          Rural            120.06    never smoked 25.00           0
## 1173          Rural            117.45          smokes 27.00           0
## 1174          Rural            224.71    never smoked 25.00           0
## 1175          Rural            122.75         Unknown 24.00           0
## 1176          Urban             82.39    never smoked 24.00           0
## 1177          Rural             57.02 formerly smoked 24.00           0
## 1178          Urban            115.98    never smoked 25.00           0
## 1179          Rural            226.11 formerly smoked 24.00           0
## 1180          Rural             97.59          smokes 25.00           0
## 1181          Rural             82.57 formerly smoked 24.00           0
## 1182          Urban             79.34 formerly smoked 24.00           0
## 1183          Rural            125.68         Unknown 26.00           0
## 1184          Rural            102.06         Unknown 24.00           0
## 1185          Urban             65.59    never smoked 27.00           0
## 1186          Urban            120.85         Unknown 24.00           0
## 1187          Urban            101.65    never smoked 23.00           0
## 1188          Urban            210.94    never smoked 27.00           0
## 1189          Rural             77.92    never smoked 26.00           0
## 1190          Rural            230.68         Unknown 28.00           0
## 1191          Urban             62.68    never smoked 25.00           0
## 1192          Urban             55.22    never smoked 25.00           0
## 1193          Rural             78.94    never smoked 24.00           0
## 1194          Rural            109.69          smokes 24.00           0
## 1195          Urban             79.63         Unknown 28.00           0
## 1196          Rural             79.33    never smoked 25.00           0
## 1197          Urban             79.91    never smoked 27.00           0
## 1198          Rural             84.46         Unknown 27.00           0
## 1199          Urban             68.40 formerly smoked 25.00           0
## 1200          Rural             78.43          smokes 25.00           0
## 1201          Urban            198.02         Unknown 23.00           0
## 1202          Urban             85.35          smokes 24.00           0
## 1203          Rural            204.17 formerly smoked 27.00           0
## 1204          Urban             82.71 formerly smoked 23.00           0
## 1205          Urban            121.19    never smoked 28.00           0
## 1206          Rural            106.02          smokes 27.00           0
## 1207          Urban             66.36         Unknown 27.00           0
## 1208          Urban            267.76 formerly smoked 27.00           0
## 1209          Rural            107.18    never smoked 24.00           0
## 1210          Rural             74.58         Unknown 25.00           0
## 1211          Urban             80.92         Unknown 28.00           0
## 1212          Rural             90.77    never smoked 24.00           0
## 1213          Rural             90.84    never smoked 26.00           0
## 1214          Rural             59.20         Unknown 27.00           0
## 1215          Rural            217.71 formerly smoked 26.00           0
## 1216          Urban            133.76          smokes 28.00           0
## 1217          Urban             61.36 formerly smoked 28.00           0
## 1218          Rural            118.62         Unknown 28.00           0
## 1219          Rural             77.91         Unknown 28.00           0
## 1220          Urban             68.98 formerly smoked 24.00           0
## 1221          Rural            112.08    never smoked 28.00           0
## 1222          Urban             96.20    never smoked 25.00           0
## 1223          Rural             93.11         Unknown 27.00           0
## 1224          Rural            115.54         Unknown 23.00           0
## 1225          Urban             88.57          smokes 27.00           0
## 1226          Urban            180.76         Unknown 28.00           0
## 1227          Urban             83.12 formerly smoked 26.00           0
## 1228          Urban             94.89    never smoked 23.00           0
## 1229          Rural            239.52    never smoked 27.00           0
## 1230          Rural             99.15 formerly smoked 28.00           0
## 1231          Urban            124.16    never smoked 25.00           0
## 1232          Rural             86.38         Unknown 28.00           0
## 1233          Rural             93.68    never smoked 27.00           0
## 1234          Rural            229.86          smokes 23.00           0
## 1235          Rural             78.73    never smoked 26.00           0
## 1236          Rural            115.92 formerly smoked 23.00           0
## 1237          Rural             93.71 formerly smoked 26.00           0
## 1238          Rural             76.66    never smoked 28.00           0
## 1239          Rural            112.38         Unknown 25.00           0
## 1240          Rural             89.30          smokes 25.00           0
## 1241          Rural            103.44 formerly smoked 25.00           0
## 1242          Rural             79.69 formerly smoked 26.00           0
## 1243          Rural             61.61    never smoked 25.00           0
## 1244          Rural             94.12         Unknown 25.00           0
## 1245          Urban             62.40         Unknown 24.75           0
## 1246          Urban            210.96    never smoked 23.00           0
## 1247          Urban             76.25         Unknown 28.00           0
## 1248          Urban            103.48          smokes 26.00           0
## 1249          Urban             96.42         Unknown 28.00           0
## 1250          Rural             78.59         Unknown 28.00           0
## 1251          Rural            195.25    never smoked 26.00           0
## 1252          Rural            103.76         Unknown 27.00           0
## 1253          Rural             68.52         Unknown 24.56           0
## 1254          Urban             92.17         Unknown 23.00           0
## 1255          Rural             81.02    never smoked 23.00           0
## 1256          Rural             94.33    never smoked 24.00           0
## 1257          Rural             78.43    never smoked 23.00           0
## 1258          Rural            217.39         Unknown 28.00           0
## 1259          Urban             82.77         Unknown 24.00           0
## 1260          Rural             88.13    never smoked 25.00           0
## 1261          Urban            102.77          smokes 28.00           0
## 1262          Rural            101.75          smokes 25.00           0
## 1263          Rural            113.34 formerly smoked 23.00           0
## 1264          Urban             63.33          smokes 26.00           0
## 1265          Urban             69.34    never smoked 25.00           0
## 1266          Rural            118.81         Unknown 26.00           0
## 1267          Urban             66.13    never smoked 26.00           0
## 1268          Urban             67.53 formerly smoked 25.00           0
## 1269          Urban             96.58    never smoked 24.00           0
## 1270          Urban             57.89 formerly smoked 25.00           0
## 1271          Rural             78.38         Unknown 28.00           0
## 1272          Urban             94.15    never smoked 24.00           0
## 1273          Urban             89.53         Unknown 24.00           0
## 1274          Urban            127.75    never smoked 23.00           0
## 1275          Rural             76.79         Unknown 27.00           0
## 1276          Rural            141.15    never smoked 26.74           0
## 1277          Urban             88.63    never smoked 23.00           0
## 1278          Urban            201.25         Unknown 27.00           0
## 1279          Urban            130.15         Unknown 23.00           0
## 1280          Urban            108.03    never smoked 24.00           0
## 1281          Rural            104.07 formerly smoked 23.00           0
## 1282          Urban             88.83         Unknown 27.00           0
## 1283          Rural            197.79         Unknown 28.00           0
## 1284          Urban            150.45 formerly smoked 24.00           0
## 1285          Rural            100.39    never smoked 26.00           0
## 1286          Rural             79.92 formerly smoked 27.00           0
## 1287          Urban             96.79         Unknown 24.00           0
## 1288          Rural             86.84         Unknown 24.00           0
## 1289          Rural             61.27         Unknown 27.00           0
## 1290          Rural             72.61    never smoked 27.00           0
## 1291          Rural             82.41          smokes 26.00           0
## 1292          Urban             74.72    never smoked 28.00           0
## 1293          Rural             57.37         Unknown 24.00           0
## 1294          Rural             73.72          smokes 25.00           0
## 1295          Urban             88.34    never smoked 24.00           0
## 1296          Rural            101.34    never smoked 28.00           0
## 1297          Rural            119.01    never smoked 26.00           0
## 1298          Rural             71.98    never smoked 26.00           0
## 1299          Urban             84.91         Unknown 26.00           0
## 1300          Rural             91.63         Unknown 26.00           0
## 1301          Urban            214.77         Unknown 27.00           0
## 1302          Rural            145.71         Unknown 23.00           0
## 1303          Rural            167.31    never smoked 23.00           0
## 1304          Urban             63.65         Unknown 27.00           0
## 1305          Rural             79.63         Unknown 27.00           0
## 1306          Rural             87.49    never smoked 23.00           0
## 1307          Rural             98.74    never smoked 25.00           0
## 1308          Rural             92.82    never smoked 28.00           0
## 1309          Urban             72.20 formerly smoked 24.00           0
## 1310          Rural            181.23 formerly smoked 26.00           0
## 1311          Urban             63.37    never smoked 27.00           0
## 1312          Urban             74.82    never smoked 23.00           0
## 1313          Rural             97.60         Unknown 24.00           0
## 1314          Rural             93.04          smokes 23.00           0
## 1315          Rural             97.12    never smoked 23.00           0
## 1316          Rural             82.81    never smoked 26.00           0
## 1317          Urban            134.45    never smoked 27.00           0
## 1318          Rural             98.67         Unknown 26.00           0
## 1319          Urban             85.82    never smoked 23.00           0
## 1320          Rural            189.45    never smoked 28.00           0
## 1321          Rural            144.16          smokes 28.00           0
## 1322          Rural             82.56 formerly smoked 28.00           0
## 1323          Urban            206.40    never smoked 26.00           0
## 1324          Urban             67.97    never smoked 27.00           0
## 1325          Urban             84.86         Unknown 22.05           0
## 1326          Urban             71.70    never smoked 23.00           0
## 1327          Urban             72.02 formerly smoked 25.00           0
## 1328          Urban             61.81         Unknown 26.00           0
## 1329          Urban            103.09         Unknown 24.00           0
## 1330          Urban             73.75    never smoked 25.00           0
## 1331          Rural            156.70    never smoked 26.00           0
## 1332          Urban             70.87 formerly smoked 25.00           0
## 1333          Rural            138.47    never smoked 27.00           0
## 1334          Rural             64.66 formerly smoked 23.00           0
## 1335          Rural             91.88 formerly smoked 26.00           0
## 1336          Rural             74.79    never smoked 27.00           0
## 1337          Rural             78.18    never smoked 28.00           0
## 1338          Rural             77.82         Unknown 28.00           0
## 1339          Rural            112.23    never smoked 28.00           0
## 1340          Urban            178.76    never smoked 23.00           0
## 1341          Rural            121.43    never smoked 23.00           0
## 1342          Rural             94.22    never smoked 22.49           0
## 1343          Rural             67.27 formerly smoked 25.00           0
## 1344          Rural            197.58 formerly smoked 24.00           0
## 1345          Rural             86.37          smokes 26.00           0
## 1346          Urban            112.09          smokes 26.00           0
## 1347          Urban            199.96    never smoked 27.00           0
## 1348          Urban             85.33    never smoked 23.00           0
## 1349          Rural             86.33    never smoked 27.00           0
## 1350          Urban             80.47          smokes 26.00           0
## 1351          Urban             62.46 formerly smoked 27.00           0
## 1352          Rural             78.85    never smoked 27.00           0
## 1353          Rural             72.09          smokes 23.56           0
## 1354          Rural            103.81    never smoked 27.00           0
## 1355          Urban             78.04          smokes 28.00           0
## 1356          Rural             94.67         Unknown 28.00           0
## 1357          Rural             62.25    never smoked 24.00           0
## 1358          Urban            155.17    never smoked 26.00           0
## 1359          Urban             83.28         Unknown 23.00           0
## 1360          Urban            132.41         Unknown 27.00           0
## 1361          Rural             62.78         Unknown 25.00           0
## 1362          Urban             89.96         Unknown 27.00           0
## 1363          Rural            103.25 formerly smoked 28.00           0
## 1364          Rural            126.99 formerly smoked 26.00           0
## 1365          Rural            102.27    never smoked 24.00           0
## 1366          Rural            113.63         Unknown 25.36           0
## 1367          Urban             86.09         Unknown 24.00           0
## 1368          Rural            108.08 formerly smoked 27.00           0
## 1369          Urban            108.34    never smoked 26.00           0
## 1370          Rural             56.07    never smoked 23.00           0
## 1371          Urban             82.91         Unknown 25.00           0
## 1372          Urban             94.75         Unknown 25.00           0
## 1373          Rural            101.79         Unknown 27.00           0
## 1374          Rural             88.41 formerly smoked 24.50           0
## 1375          Urban            101.05         Unknown 26.00           0
## 1376          Urban             85.07    never smoked 24.00           0
## 1377          Rural            108.10    never smoked 24.00           0
## 1378          Rural             93.17          smokes 25.00           0
## 1379          Urban            158.89          smokes 25.00           0
## 1380          Rural            205.77    never smoked 23.00           0
## 1381          Urban            112.34         Unknown 24.00           0
## 1382          Urban            119.03    never smoked 24.00           0
## 1383          Urban            237.21          smokes 25.00           0
## 1384          Urban             89.68    never smoked 28.00           0
## 1385          Rural            246.53 formerly smoked 27.00           0
## 1386          Urban             89.05 formerly smoked 26.00           0
## 1387          Rural             81.74         Unknown 24.00           0
## 1388          Rural             98.12    never smoked 24.00           0
## 1389          Rural            105.59          smokes 28.00           0
## 1390          Rural             86.00 formerly smoked 23.00           0
## 1391          Urban             65.51         Unknown 27.00           0
## 1392          Urban             61.78         Unknown 24.00           0
## 1393          Rural            109.56         Unknown 26.00           0
## 1394          Urban             65.82    never smoked 25.00           0
## 1395          Urban             90.16          smokes 23.00           0
## 1396          Urban             64.45    never smoked 25.00           0
## 1397          Urban             91.85    never smoked 23.00           0
## 1398          Rural             97.89 formerly smoked 28.00           0
## 1399          Rural            206.33    never smoked 27.00           0
## 1400          Rural             74.29    never smoked 26.00           0
## 1401          Rural            107.40          smokes 27.00           0
## 1402          Urban             87.72         Unknown 28.00           0
## 1403          Rural             85.99         Unknown 24.00           0
## 1404          Urban            100.84    never smoked 26.00           0
## 1405          Urban            124.61         Unknown 28.00           0
## 1406          Urban             86.55         Unknown 23.00           0
## 1407          Rural             90.42         Unknown 24.00           0
## 1408          Rural            100.85          smokes 23.00           0
## 1409          Urban             87.74         Unknown 27.00           0
## 1410          Rural             80.15 formerly smoked 24.00           0
## 1411          Urban            107.29    never smoked 27.00           0
## 1412          Urban            206.98          smokes 23.00           0
## 1413          Rural            227.28    never smoked 27.00           0
## 1414          Rural             80.43         Unknown 25.00           0
## 1415          Urban            228.70         Unknown 25.00           0
## 1416          Urban            120.07          smokes 26.00           0
## 1417          Rural             93.47    never smoked 26.00           0
## 1418          Urban             80.77    never smoked 23.00           0
## 1419          Rural            150.27          smokes 27.00           0
## 1420          Urban             81.94          smokes 25.00           0
## 1421          Urban             70.75         Unknown 28.00           0
## 1422          Urban             83.83         Unknown 25.00           0
## 1423          Urban             73.66    never smoked 28.00           0
## 1424          Urban            102.37    never smoked 25.00           0
## 1425          Rural             77.83         Unknown 27.00           0
## 1426          Urban             70.01         Unknown 23.00           0
## 1427          Rural            119.88         Unknown 24.00           0
## 1428          Rural             78.29          smokes 24.00           0
## 1429          Rural            169.97    never smoked 23.00           0
## 1430          Rural            123.79         Unknown 25.00           0
## 1431          Urban             80.98         Unknown 23.00           0
## 1432          Rural             84.21    never smoked 28.00           0
## 1433          Urban            101.31         Unknown 24.00           0
## 1434          Urban             86.26 formerly smoked 28.00           0
## 1435          Urban             92.86 formerly smoked 23.00           0
## 1436          Urban            140.28 formerly smoked 26.00           0
## 1437          Rural            244.28 formerly smoked 28.00           0
## 1438          Urban            124.16    never smoked 26.00           0
## 1439          Rural             93.55    never smoked 26.00           0
## 1440          Urban             99.34    never smoked 23.00           0
## 1441          Urban             59.87          smokes 25.00           0
## 1442          Rural             72.76 formerly smoked 24.00           0
## 1443          Rural             68.34         Unknown 23.00           0
## 1444          Urban             61.10          smokes 26.00           0
## 1445          Rural            120.77    never smoked 23.00           0
## 1446          Rural             60.39         Unknown 26.00           0
## 1447          Urban            126.34    never smoked 27.00           0
## 1448          Rural             93.24    never smoked 26.00           0
## 1449          Rural            154.75    never smoked 24.00           0
## 1450          Rural             62.81    never smoked 25.00           0
## 1451          Rural             65.96         Unknown 24.00           0
## 1452          Rural             79.53    never smoked 23.00           0
## 1453          Rural             96.85    never smoked 26.00           0
## 1454          Urban            251.99    never smoked 23.00           0
## 1455          Rural            115.13          smokes 28.00           0
## 1456          Urban            102.30         Unknown 25.00           0
## 1457          Urban             78.99    never smoked 24.00           0
## 1458          Rural            191.79          smokes 26.00           0
## 1459          Rural             68.80    never smoked 28.00           0
## 1460          Rural             83.84 formerly smoked 24.00           0
## 1461          Urban             94.66 formerly smoked 23.00           0
## 1462          Rural            107.98    never smoked 27.00           0
## 1463          Rural             61.01         Unknown 26.00           0
## 1464          Urban            135.64    never smoked 24.00           0
## 1465          Urban             92.65    never smoked 28.00           0
## 1466          Rural            121.11         Unknown 28.00           0
## 1467          Rural            163.56 formerly smoked 25.00           0
## 1468          Urban            107.69         Unknown 28.00           0
## 1469          Rural            216.88          smokes 28.00           0
## 1470          Rural             70.15         Unknown 28.00           0
## 1471          Urban             83.02         Unknown 26.00           0
## 1472          Urban             87.94         Unknown 24.00           0
## 1473          Urban            222.29    never smoked 27.00           0
## 1474          Urban            139.43 formerly smoked 26.00           0
## 1475          Urban            213.11    never smoked 25.00           0
## 1476          Rural             77.23          smokes 28.00           0
## 1477          Urban             58.48    never smoked 26.00           0
## 1478          Rural             87.33    never smoked 27.00           0
## 1479          Rural            102.34    never smoked 23.00           0
## 1480          Rural            151.30    never smoked 25.00           0
## 1481          Urban            144.23 formerly smoked 26.00           0
## 1482          Rural            110.60 formerly smoked 23.00           0
## 1483          Urban             80.28    never smoked 26.00           0
## 1484          Rural            111.02         Unknown 23.00           0
## 1485          Rural            114.88         Unknown 25.00           0
## 1486          Urban            227.51 formerly smoked 23.00           0
## 1487          Urban            111.65         Unknown 25.00           0
## 1488          Urban            201.01    never smoked 27.00           0
## 1489          Urban            129.01         Unknown 25.00           0
## 1490          Rural            124.08         Unknown 23.00           0
## 1491          Rural            107.91         Unknown 23.00           0
## 1492          Rural             95.40    never smoked 27.00           0
## 1493          Rural             65.90    never smoked 23.00           0
## 1494          Urban             78.98         Unknown 25.00           0
## 1495          Rural            111.33 formerly smoked 27.00           0
## 1496          Rural            104.36    never smoked 28.00           0
## 1497          Urban            123.87         Unknown 26.00           0
## 1498          Rural            210.00 formerly smoked 25.00           0
## 1499          Rural             86.86         Unknown 26.00           0
## 1500          Rural            113.96         Unknown 28.00           0
## 1501          Rural             81.28          smokes 27.00           0
## 1502          Rural            102.50    never smoked 27.00           0
## 1503          Rural             78.05    never smoked 25.00           0
## 1504          Urban            237.58 formerly smoked 26.00           0
## 1505          Urban             86.07         Unknown 21.43           0
## 1506          Rural             59.05 formerly smoked 25.00           0
## 1507          Rural             95.88         Unknown 24.00           0
## 1508          Rural             70.18         Unknown 23.00           0
## 1509          Rural            111.13 formerly smoked 26.00           0
## 1510          Urban             79.30         Unknown 24.00           0
## 1511          Urban             65.84          smokes 28.00           0
## 1512          Rural            123.49          smokes 26.00           0
## 1513          Rural            207.45          smokes 26.00           0
## 1514          Rural            143.45          smokes 24.00           0
## 1515          Rural             89.11    never smoked 27.00           0
## 1516          Rural             58.30    never smoked 23.00           0
## 1517          Urban             78.68    never smoked 25.00           0
## 1518          Urban             98.91    never smoked 28.00           0
## 1519          Rural             67.92          smokes 27.00           0
## 1520          Rural             73.00    never smoked 25.00           0
## 1521          Rural             97.50 formerly smoked 28.00           0
## 1522          Urban            108.43          smokes 24.00           0
## 1523          Urban             90.43 formerly smoked 28.00           0
## 1524          Urban             76.30    never smoked 25.00           0
## 1525          Rural            121.27          smokes 23.00           0
## 1526          Urban            119.67         Unknown 28.00           0
## 1527          Urban            226.93          smokes 26.72           0
## 1528          Rural             76.11         Unknown 28.00           0
## 1529          Urban             93.23          smokes 24.00           0
## 1530          Urban            253.16         Unknown 26.00           0
## 1531          Urban            101.02          smokes 24.00           0
## 1532          Rural            238.53    never smoked 23.00           0
## 1533          Rural             79.18 formerly smoked 23.00           0
## 1534          Urban            207.79    never smoked 24.00           0
## 1535          Rural            196.20    never smoked 28.00           0
## 1536          Urban            231.76    never smoked 23.00           0
## 1537          Rural             93.30         Unknown 24.00           0
## 1538          Urban            110.47          smokes 23.00           0
## 1539          Rural             77.52    never smoked 24.00           0
## 1540          Urban             91.23          smokes 28.00           0
## 1541          Rural            216.92         Unknown 28.00           0
## 1542          Urban            157.01          smokes 27.00           0
## 1543          Urban             93.51    never smoked 26.00           0
## 1544          Rural            102.54    never smoked 27.00           0
## 1545          Rural             87.78 formerly smoked 27.00           0
## 1546          Urban            126.67          smokes 28.00           0
## 1547          Rural             93.60    never smoked 23.00           0
## 1548          Rural            194.98         Unknown 28.00           0
## 1549          Rural             99.96         Unknown 28.00           0
## 1550          Urban             58.87    never smoked 27.00           0
## 1551          Urban             77.67         Unknown 27.00           0
## 1552          Urban             83.14    never smoked 31.37           0
## 1553          Urban             69.18          smokes 24.00           0
## 1554          Rural            218.54          smokes 25.00           0
## 1555          Urban             71.22    never smoked 25.00           0
## 1556          Urban             82.41         Unknown 27.00           0
## 1557          Rural             82.07    never smoked 23.00           0
## 1558          Urban             73.00    never smoked 26.00           0
## 1559          Rural            127.25         Unknown 24.00           0
## 1560          Rural             72.63         Unknown 24.00           0
## 1561          Rural            108.20    never smoked 25.00           0
## 1562          Urban            123.95 formerly smoked 26.00           0
## 1563          Urban             58.71    never smoked 26.00           0
## 1564          Rural             98.46    never smoked 23.00           0
## 1565          Rural             68.78 formerly smoked 23.00           0
## 1566          Rural            133.63         Unknown 28.00           0
## 1567          Rural            101.43         Unknown 26.00           0
## 1568          Rural             65.30          smokes 23.00           0
## 1569          Urban             72.49          smokes 27.00           0
## 1570          Urban             65.49         Unknown 23.00           0
## 1571          Urban             63.40          smokes 24.00           0
## 1572          Rural            105.29 formerly smoked 23.00           0
## 1573          Urban             64.08         Unknown 23.00           0
## 1574          Urban             78.34    never smoked 28.00           0
## 1575          Rural             66.32 formerly smoked 28.00           0
## 1576          Rural            168.15    never smoked 28.00           0
## 1577          Rural             93.48 formerly smoked 24.72           0
## 1578          Urban             79.20    never smoked 27.00           0
## 1579          Rural            107.45 formerly smoked 25.00           0
## 1580          Rural             83.86    never smoked 23.00           0
## 1581          Rural            119.96    never smoked 28.00           0
## 1582          Rural             70.58    never smoked 26.00           0
## 1583          Rural             87.70    never smoked 23.00           0
## 1584          Urban             65.29    never smoked 28.00           0
## 1585          Urban             97.14    never smoked 26.00           0
## 1586          Urban            110.68 formerly smoked 24.00           0
## 1587          Urban             91.93          smokes 26.00           0
## 1588          Urban             88.54         Unknown 25.00           0
## 1589          Urban            183.00         Unknown 28.00           0
## 1590          Rural            115.93    never smoked 28.00           0
## 1591          Urban             99.13         Unknown 27.00           0
## 1592          Rural             69.24    never smoked 26.00           0
## 1593          Rural            102.28    never smoked 28.09           0
## 1594          Urban             71.31    never smoked 26.00           0
## 1595          Rural             89.75    never smoked 27.00           0
## 1596          Urban             87.66    never smoked 24.00           0
## 1597          Rural            237.17         Unknown 24.00           0
## 1598          Urban             81.11         Unknown 28.00           0
## 1599          Urban            178.33    never smoked 27.00           0
## 1600          Rural             81.38         Unknown 26.00           0
## 1601          Urban            109.56         Unknown 26.00           0
## 1602          Rural             70.45          smokes 25.00           0
## 1603          Rural             73.44         Unknown 27.00           0
## 1604          Urban            146.44 formerly smoked 26.00           0
## 1605          Urban             65.04    never smoked 23.00           0
## 1606          Rural            151.25         Unknown 27.00           0
## 1607          Rural            106.41          smokes 27.00           0
## 1608          Urban            197.09         Unknown 23.00           0
## 1609          Urban             93.58          smokes 28.00           0
## 1610          Rural            122.04         Unknown 26.00           0
## 1611          Rural             80.06         Unknown 27.00           0
## 1612          Urban             84.93         Unknown 27.00           0
## 1613          Urban             68.40    never smoked 26.00           0
## 1614          Urban             62.99 formerly smoked 26.00           0
## 1615          Urban            139.67         Unknown 27.00           0
## 1616          Urban            113.40          smokes 28.00           0
## 1617          Urban            101.92         Unknown 27.00           0
## 1618          Urban             65.98 formerly smoked 28.90           0
## 1619          Urban             84.30         Unknown 26.00           0
## 1620          Urban             61.42         Unknown 24.00           0
## 1621          Rural             85.52    never smoked 23.00           0
## 1622          Urban             83.79         Unknown 27.00           0
## 1623          Urban             73.83         Unknown 23.00           0
## 1624          Rural             69.38    never smoked 23.00           0
## 1625          Urban             66.11    never smoked 26.00           0
## 1626          Urban            149.62 formerly smoked 27.00           0
## 1627          Urban            242.84          smokes 23.00           0
## 1628          Urban            202.66          smokes 26.00           0
## 1629          Rural            216.90 formerly smoked 28.00           0
## 1630          Urban            103.78         Unknown 28.00           0
## 1631          Rural            114.88 formerly smoked 26.00           0
## 1632          Urban             75.94    never smoked 26.00           0
## 1633          Rural             55.51         Unknown 27.00           0
## 1634          Rural             93.74         Unknown 24.00           0
## 1635          Urban             71.44          smokes 28.00           0
## 1636          Urban             58.29 formerly smoked 25.00           0
## 1637          Urban            115.83    never smoked 27.00           0
## 1638          Urban            102.71 formerly smoked 25.00           0
## 1639          Urban             99.69          smokes 24.00           0
## 1640          Rural            102.89 formerly smoked 28.00           0
## 1641          Urban             79.05         Unknown 25.00           0
## 1642          Rural             56.63    never smoked 24.00           0
## 1643          Rural             87.34 formerly smoked 19.78           0
## 1644          Rural            109.51    never smoked 28.00           0
## 1645          Urban             81.43 formerly smoked 26.00           0
## 1646          Urban             78.59    never smoked 27.00           0
## 1647          Urban            101.22 formerly smoked 25.00           0
## 1648          Urban             78.26         Unknown 25.00           0
## 1649          Rural            105.47    never smoked 25.00           0
## 1650          Urban             68.19    never smoked 27.00           0
## 1651          Urban            210.00    never smoked 27.00           0
## 1652          Rural            114.47          smokes 26.00           0
## 1653          Urban             66.85         Unknown 24.00           0
## 1654          Rural             94.71          smokes 28.00           0
## 1655          Urban            208.05          smokes 26.00           0
## 1656          Rural            222.60          smokes 23.00           0
## 1657          Urban             80.81 formerly smoked 23.00           0
## 1658          Rural             64.51    never smoked 27.00           0
## 1659          Urban            151.56         Unknown 27.00           0
## 1660          Urban            199.14    never smoked 28.00           0
## 1661          Rural             73.41          smokes 26.00           0
## 1662          Urban            109.65 formerly smoked 27.00           0
## 1663          Rural             69.11    never smoked 23.00           0
## 1664          Urban            114.41    never smoked 26.00           0
## 1665          Urban            103.46    never smoked 24.00           0
## 1666          Rural             95.36    never smoked 27.00           0
## 1667          Urban             57.33         Unknown 28.00           0
## 1668          Rural            191.48          smokes 30.98           0
## 1669          Rural             71.63         Unknown 23.00           0
## 1670          Urban             94.00         Unknown 23.00           0
## 1671          Rural             93.77         Unknown 26.00           0
## 1672          Urban             84.75         Unknown 26.00           0
## 1673          Rural             89.24 formerly smoked 27.00           0
## 1674          Urban             70.13    never smoked 27.00           0
## 1675          Urban             82.26 formerly smoked 25.00           0
## 1676          Urban            200.16    never smoked 25.00           0
## 1677          Urban             80.73          smokes 24.00           0
## 1678          Urban             75.09 formerly smoked 23.00           0
## 1679          Urban             80.57    never smoked 23.00           0
## 1680          Rural             77.04 formerly smoked 24.00           0
## 1681          Urban            145.26         Unknown 24.00           0
## 1682          Urban            190.40 formerly smoked 25.00           0
## 1683          Urban             82.08 formerly smoked 25.00           0
## 1684          Rural            103.35 formerly smoked 26.00           0
## 1685          Urban             97.46         Unknown 28.00           0
## 1686          Urban            123.65          smokes 25.00           0
## 1687          Urban             87.96 formerly smoked 23.00           0
## 1688          Urban             85.92          smokes 24.00           0
## 1689          Urban             80.80    never smoked 28.00           0
## 1690          Rural             99.30    never smoked 27.00           0
## 1691          Rural             62.56    never smoked 26.00           0
## 1692          Urban            144.20          smokes 23.00           0
## 1693          Urban             71.38    never smoked 24.00           0
## 1694          Urban             95.50         Unknown 28.00           0
## 1695          Urban             67.06    never smoked 25.00           0
## 1696          Rural             70.16 formerly smoked 23.00           0
## 1697          Urban            104.24         Unknown 24.00           0
## 1698          Rural            122.48          smokes 26.00           0
## 1699          Urban            215.90          smokes 27.00           0
## 1700          Rural            108.56 formerly smoked 28.00           0
## 1701          Urban             69.88         Unknown 23.00           0
## 1702          Rural             91.54         Unknown 20.89           0
## 1703          Rural             65.85         Unknown 23.00           0
## 1704          Rural             60.74    never smoked 26.00           0
## 1705          Rural            233.52    never smoked 26.00           0
## 1706          Urban            110.70    never smoked 27.00           0
## 1707          Rural             78.93 formerly smoked 24.00           0
## 1708          Urban            124.50         Unknown 25.00           0
## 1709          Urban             57.95         Unknown 23.00           0
## 1710          Rural             92.82         Unknown 24.00           0
## 1711          Rural             58.25          smokes 24.00           0
## 1712          Rural            213.54    never smoked 27.00           0
## 1713          Urban             74.86    never smoked 27.00           0
## 1714          Urban             78.35         Unknown 25.00           0
## 1715          Urban            101.26         Unknown 24.00           0
## 1716          Urban             86.87         Unknown 27.00           0
## 1717          Rural            124.01         Unknown 24.00           0
## 1718          Urban             83.41    never smoked 27.00           0
## 1719          Urban            188.69 formerly smoked 28.00           0
## 1720          Rural             86.51 formerly smoked 25.00           0
## 1721          Rural             70.65         Unknown 25.00           0
## 1722          Rural             92.40         Unknown 26.00           0
## 1723          Urban             73.36    never smoked 26.00           0
## 1724          Urban            219.50 formerly smoked 23.00           0
## 1725          Rural            105.73    never smoked 23.00           0
## 1726          Rural             83.79          smokes 26.00           0
## 1727          Urban             58.02         Unknown 24.00           0
## 1728          Rural             61.94 formerly smoked 25.00           0
## 1729          Rural             99.71         Unknown 26.00           0
## 1730          Rural             63.19    never smoked 28.00           0
## 1731          Rural            107.11          smokes 27.00           0
## 1732          Urban             56.84          smokes 24.00           0
## 1733          Rural            217.66 formerly smoked 27.00           0
## 1734          Rural             77.19          smokes 27.00           0
## 1735          Rural             76.22 formerly smoked 23.00           0
## 1736          Rural            155.32 formerly smoked 24.00           0
## 1737          Urban             70.67          smokes 23.48           0
## 1738          Urban            227.16    never smoked 28.00           0
## 1739          Rural             58.69 formerly smoked 24.00           0
## 1740          Urban             88.85         Unknown 28.00           0
## 1741          Urban            137.94    never smoked 23.00           0
## 1742          Urban             60.60    never smoked 27.00           0
## 1743          Rural             93.67    never smoked 25.00           0
## 1744          Urban             79.56    never smoked 24.00           0
## 1745          Rural            122.46    never smoked 28.00           0
## 1746          Urban             92.32    never smoked 24.00           0
## 1747          Rural             80.63          smokes 28.00           0
## 1748          Urban             92.32          smokes 28.00           0
## 1749          Urban             59.89    never smoked 28.00           0
## 1750          Urban             80.57          smokes 24.00           0
## 1751          Urban             88.52 formerly smoked 26.00           0
## 1752          Urban             88.82 formerly smoked 25.00           0
## 1753          Rural            102.08          smokes 24.00           0
## 1754          Urban             71.38 formerly smoked 24.00           0
## 1755          Rural             84.90    never smoked 23.00           0
## 1756          Urban             82.21         Unknown 26.00           0
## 1757          Rural            209.90          smokes 28.00           0
## 1758          Urban             74.05         Unknown 27.00           0
## 1759          Urban             90.46         Unknown 24.00           0
## 1760          Rural            176.48 formerly smoked 28.00           0
## 1761          Urban             94.07    never smoked 28.00           0
## 1762          Urban             85.12 formerly smoked 28.00           0
## 1763          Urban             71.81         Unknown 23.00           0
## 1764          Rural            111.93    never smoked 26.00           0
## 1765          Urban             94.40         Unknown 26.00           0
## 1766          Urban             70.00         Unknown 25.00           0
## 1767          Rural             95.57          smokes 24.00           0
## 1768          Urban             91.98         Unknown 28.00           0
## 1769          Urban             66.29          smokes 26.00           0
## 1770          Rural            211.88    never smoked 23.00           0
## 1771          Rural             76.55          smokes 27.00           0
## 1772          Urban             56.67    never smoked 23.00           0
## 1773          Rural            100.52         Unknown 26.00           0
## 1774          Rural             58.96         Unknown 25.00           0
## 1775          Rural             81.66 formerly smoked 26.00           0
## 1776          Rural             96.77    never smoked 23.00           0
## 1777          Rural             91.63          smokes 23.00           0
## 1778          Urban             97.51         Unknown 24.00           0
## 1779          Rural            225.60    never smoked 26.00           0
## 1780          Rural             95.58          smokes 25.00           0
## 1781          Rural            210.23    never smoked 23.00           0
## 1782          Urban             92.82    never smoked 24.00           0
## 1783          Rural            234.82    never smoked 27.00           0
## 1784          Rural             65.67         Unknown 26.00           0
## 1785          Urban             74.51         Unknown 23.00           0
## 1786          Rural             81.99 formerly smoked 28.00           0
## 1787          Urban             87.69 formerly smoked 27.00           0
## 1788          Rural            125.29    never smoked 28.00           0
## 1789          Rural            111.64         Unknown 23.00           0
## 1790          Urban             70.93    never smoked 28.00           0
## 1791          Urban             89.93    never smoked 28.00           0
## 1792          Rural            137.45         Unknown 24.00           0
## 1793          Rural             72.06 formerly smoked 24.00           0
## 1794          Rural             97.90 formerly smoked 28.00           0
## 1795          Urban             84.85         Unknown 27.00           0
## 1796          Rural            230.59 formerly smoked 28.00           0
## 1797          Rural             92.81         Unknown 23.00           0
## 1798          Urban            168.15    never smoked 25.00           0
## 1799          Urban            224.63    never smoked 26.00           0
## 1800          Urban            108.12         Unknown 24.00           0
## 1801          Rural             85.17          smokes 24.00           0
## 1802          Urban             84.14    never smoked 28.23           0
## 1803          Rural             85.57 formerly smoked 25.00           0
## 1804          Urban             82.81    never smoked 24.00           0
## 1805          Urban            110.53    never smoked 27.00           0
## 1806          Rural             61.88         Unknown 24.00           0
## 1807          Urban             85.04    never smoked 27.00           0
## 1808          Urban            140.40          smokes 25.00           0
## 1809          Urban             62.27         Unknown 24.00           0
## 1810          Rural             99.44    never smoked 23.00           0
## 1811          Rural             88.90         Unknown 23.00           0
## 1812          Urban             64.10         Unknown 23.00           0
## 1813          Urban             97.58         Unknown 28.00           0
## 1814          Rural             58.66    never smoked 24.00           0
## 1815          Urban             88.24         Unknown 28.90           0
## 1816          Urban             61.32          smokes 23.00           0
## 1817          Urban            185.71         Unknown 26.00           0
## 1818          Rural             62.99 formerly smoked 24.00           0
## 1819          Urban             86.04          smokes 26.00           0
## 1820          Rural             83.30 formerly smoked 23.00           0
## 1821          Urban            208.17    never smoked 26.00           0
## 1822          Rural            133.20         Unknown 26.00           0
## 1823          Rural             81.54         Unknown 27.00           0
## 1824          Rural            146.61    never smoked 26.00           0
## 1825          Urban             79.33         Unknown 28.00           0
## 1826          Rural             84.56    never smoked 27.00           0
## 1827          Rural            103.44    never smoked 27.00           0
## 1828          Urban            185.31    never smoked 23.00           0
## 1829          Urban            102.53 formerly smoked 25.00           0
## 1830          Urban             65.78         Unknown 23.00           0
## 1831          Rural             62.60    never smoked 25.00           0
## 1832          Rural             81.18         Unknown 24.00           0
## 1833          Rural             76.68          smokes 27.00           0
## 1834          Urban             92.86 formerly smoked 27.00           0
## 1835          Urban             90.95          smokes 27.00           0
## 1836          Urban             85.66    never smoked 21.47           0
## 1837          Urban             88.20          smokes 25.00           0
## 1838          Urban            203.04          smokes 23.00           0
## 1839          Rural             68.37          smokes 28.00           0
## 1840          Urban             77.32         Unknown 26.00           0
## 1841          Rural            187.87    never smoked 25.00           0
## 1842          Rural            213.87    never smoked 27.00           0
## 1843          Rural            119.62         Unknown 28.00           0
## 1844          Urban            222.85 formerly smoked 26.00           0
## 1845          Rural            100.82         Unknown 28.00           0
## 1846          Rural            136.10         Unknown 25.00           0
## 1847          Rural            149.42         Unknown 23.00           0
## 1848          Rural             79.99    never smoked 23.00           0
## 1849          Rural            118.21         Unknown 24.00           0
## 1850          Rural             56.30         Unknown 29.82           0
## 1851          Rural             84.49    never smoked 26.00           0
## 1852          Rural             89.61    never smoked 27.00           0
## 1853          Rural            100.09         Unknown 23.00           0
## 1854          Urban            198.36          smokes 23.00           0
## 1855          Rural             93.61    never smoked 23.00           0
## 1856          Rural             75.43          smokes 24.00           0
## 1857          Urban            100.31          smokes 25.00           0
## 1858          Rural            105.63    never smoked 24.00           0
## 1859          Rural             82.84    never smoked 26.00           0
## 1860          Urban             58.88         Unknown 27.00           0
## 1861          Urban             92.27 formerly smoked 26.00           0
## 1862          Urban            115.23    never smoked 24.00           0
## 1863          Urban            196.25          smokes 25.00           0
## 1864          Rural             85.97         Unknown 23.00           0
## 1865          Urban            114.33          smokes 27.00           0
## 1866          Rural             72.52    never smoked 26.00           0
## 1867          Rural             99.87 formerly smoked 23.00           0
## 1868          Rural             63.47         Unknown 25.00           0
## 1869          Urban             90.58         Unknown 25.00           0
## 1870          Rural             92.26         Unknown 26.00           0
## 1871          Urban            113.74          smokes 28.00           0
## 1872          Urban             72.79          smokes 23.00           0
## 1873          Rural             94.71          smokes 23.00           0
## 1874          Rural            194.53    never smoked 27.00           0
## 1875          Urban             72.65         Unknown 24.00           0
## 1876          Urban             86.68 formerly smoked 23.00           0
## 1877          Rural            140.39    never smoked 23.00           0
## 1878          Rural             77.87         Unknown 28.00           0
## 1879          Rural            104.70 formerly smoked 24.00           0
## 1880          Urban             95.82    never smoked 27.00           0
## 1881          Urban            204.05    never smoked 23.00           0
## 1882          Urban            130.56         Unknown 25.00           0
## 1883          Urban             67.78          smokes 25.00           0
## 1884          Urban            105.29 formerly smoked 28.00           0
## 1885          Urban            135.19          smokes 26.00           0
## 1886          Urban            116.12          smokes 24.00           0
## 1887          Rural             59.63    never smoked 25.00           0
## 1888          Rural             56.43 formerly smoked 28.00           0
## 1889          Rural            199.18    never smoked 24.00           0
## 1890          Rural            209.26 formerly smoked 25.00           0
## 1891          Urban             91.21    never smoked 25.00           0
## 1892          Urban             95.16 formerly smoked 26.00           0
## 1893          Urban            217.11    never smoked 23.00           0
## 1894          Urban            222.46    never smoked 25.00           0
## 1895          Rural             70.96         Unknown 23.00           0
## 1896          Rural             82.44    never smoked 28.00           0
## 1897          Rural             74.11          smokes 25.00           0
## 1898          Urban            131.23         Unknown 23.00           0
## 1899          Urban            187.52    never smoked 27.00           0
## 1900          Rural             83.26    never smoked 27.00           0
## 1901          Rural             99.07         Unknown 23.00           0
## 1902          Urban             76.63    never smoked 23.00           0
## 1903          Rural             65.09    never smoked 23.00           0
## 1904          Urban            142.31          smokes 24.00           0
## 1905          Urban             80.99         Unknown 27.00           0
## 1906          Rural            237.74    never smoked 26.00           0
## 1907          Urban             74.26 formerly smoked 28.00           0
## 1908          Rural            154.08 formerly smoked 28.00           0
## 1909          Rural             78.29    never smoked 25.00           0
## 1910          Urban            164.67         Unknown 26.00           0
## 1911          Rural             59.61         Unknown 24.00           0
## 1912          Urban             67.75 formerly smoked 24.00           0
## 1913          Urban             92.73    never smoked 27.00           0
## 1914          Urban             90.35    never smoked 26.00           0
## 1915          Rural             77.86    never smoked 23.00           0
## 1916          Rural             71.88    never smoked 24.00           0
## 1917          Urban            118.82          smokes 27.00           0
## 1918          Urban             67.33         Unknown 24.00           0
## 1919          Urban            121.66          smokes 27.00           0
## 1920          Rural            111.92         Unknown 24.00           0
## 1921          Urban             92.82 formerly smoked 24.00           0
## 1922          Rural             95.46          smokes 25.00           0
## 1923          Urban             59.99    never smoked 28.00           0
## 1924          Rural             68.96         Unknown 25.00           0
## 1925          Urban             90.26    never smoked 27.00           0
## 1926          Rural             91.90 formerly smoked 26.00           0
## 1927          Urban             91.08    never smoked 27.00           0
## 1928          Rural            118.55         Unknown 23.00           0
## 1929          Rural            102.04         Unknown 28.00           0
## 1930          Rural             65.52         Unknown 27.00           0
## 1931          Urban             82.09    never smoked 27.00           0
## 1932          Rural            149.90         Unknown 23.00           0
## 1933          Rural            100.33    never smoked 28.00           0
## 1934          Urban             91.25         Unknown 28.00           0
## 1935          Rural             89.81    never smoked 25.00           0
## 1936          Urban             97.32          smokes 21.51           0
## 1937          Rural             75.53    never smoked 28.00           0
## 1938          Rural            121.44    never smoked 26.00           0
## 1939          Urban             83.52    never smoked 25.00           0
## 1940          Rural             57.92         Unknown 24.00           0
## 1941          Rural             75.27    never smoked 24.00           0
## 1942          Urban             80.24    never smoked 28.00           0
## 1943          Urban             88.69         Unknown 28.00           0
## 1944          Urban             69.09 formerly smoked 24.00           0
## 1945          Rural             62.67    never smoked 25.00           0
## 1946          Urban             98.74    never smoked 23.00           0
## 1947          Rural             56.51          smokes 23.00           0
## 1948          Rural             65.95    never smoked 29.63           0
## 1949          Urban            129.07         Unknown 24.00           0
## 1950          Urban             62.47    never smoked 29.98           0
## 1951          Urban             69.82    never smoked 25.00           0
## 1952          Urban             99.68         Unknown 26.00           0
## 1953          Urban            223.35 formerly smoked 26.00           0
## 1954          Rural             74.36    never smoked 27.00           0
## 1955          Rural            102.97 formerly smoked 27.00           0
## 1956          Urban            153.38    never smoked 28.00           0
## 1957          Rural             87.10    never smoked 23.00           0
## 1958          Urban            113.40         Unknown 23.62           0
## 1959          Rural             94.88         Unknown 25.07           0
## 1960          Urban             82.73         Unknown 25.00           0
## 1961          Rural             67.80         Unknown 28.00           0
## 1962          Urban             84.85    never smoked 25.00           0
## 1963          Rural            135.89 formerly smoked 25.00           0
## 1964          Urban            106.13    never smoked 24.00           0
## 1965          Rural             74.33          smokes 26.00           0
## 1966          Rural            109.40         Unknown 28.00           0
## 1967          Rural             75.40         Unknown 25.49           0
## 1968          Rural             87.69 formerly smoked 28.00           0
## 1969          Urban             95.85          smokes 27.00           0
## 1970          Urban             90.36 formerly smoked 23.00           0
## 1971          Rural             63.45 formerly smoked 26.00           0
## 1972          Rural            201.07         Unknown 27.00           0
## 1973          Urban            122.91    never smoked 28.00           0
## 1974          Rural             55.41         Unknown 23.00           0
## 1975          Urban             60.99         Unknown 27.00           0
## 1976          Rural            111.77         Unknown 23.00           0
## 1977          Urban             77.63    never smoked 23.00           0
## 1978          Urban             70.61    never smoked 25.00           0
## 1979          Urban            124.34 formerly smoked 27.73           0
## 1980          Urban            103.44    never smoked 25.00           0
## 1981          Urban            124.50         Unknown 24.00           0
## 1982          Urban            208.06          smokes 28.00           0
## 1983          Urban             75.50    never smoked 23.00           0
## 1984          Urban             98.85    never smoked 23.00           0
## 1985          Rural             96.06         Unknown 27.00           0
## 1986          Rural             93.74         Unknown 24.00           0
## 1987          Urban             65.60    never smoked 28.00           0
## 1988          Urban            113.24         Unknown 27.00           0
## 1989          Rural             94.77         Unknown 28.00           0
## 1990          Urban            145.22         Unknown 28.00           0
## 1991          Urban            112.92         Unknown 28.00           0
## 1992          Rural             84.79 formerly smoked 28.00           0
## 1993          Urban            103.28          smokes 25.00           0
## 1994          Urban            109.00         Unknown 26.00           0
## 1995          Rural             96.18    never smoked 26.00           0
## 1996          Rural            186.95    never smoked 28.00           0
## 1997          Urban             68.66         Unknown 26.00           0
## 1998          Rural            128.72          smokes 26.00           0
## 1999          Urban             85.04 formerly smoked 27.00           0
## 2000          Rural            146.97         Unknown 26.00           0
## 2001          Urban             65.69    never smoked 23.00           0
## 2002          Rural             97.52 formerly smoked 23.00           0
## 2003          Rural             90.43    never smoked 23.00           0
## 2004          Urban             81.71         Unknown 25.00           0
## 2005          Rural            198.24    never smoked 26.00           0
## 2006          Rural             90.51    never smoked 24.00           0
## 2007          Urban             97.78          smokes 28.00           0
## 2008          Urban             80.74         Unknown 25.00           0
## 2009          Rural             57.02         Unknown 27.00           0
## 2010          Rural             93.00    never smoked 24.73           0
## 2011          Rural             95.37         Unknown 24.00           0
## 2012          Rural             96.25 formerly smoked 23.00           0
## 2013          Rural             86.74         Unknown 23.00           0
## 2014          Urban             63.08          smokes 24.00           0
## 2015          Urban            129.16          smokes 24.00           0
## 2016          Urban             99.79         Unknown 25.07           0
## 2017          Urban             83.34    never smoked 24.00           0
## 2018          Urban             95.01 formerly smoked 24.00           0
## 2019          Urban            229.21          smokes 27.00           0
## 2020          Urban             80.08    never smoked 26.77           0
## 2021          Rural             62.00          smokes 27.00           0
## 2022          Rural            118.69         Unknown 26.00           0
## 2023          Rural             77.57         Unknown 26.00           0
## 2024          Rural            108.75         Unknown 24.00           0
## 2025          Urban            108.23         Unknown 24.10           0
## 2026          Rural            151.33 formerly smoked 27.00           0
## 2027          Rural             82.43         Unknown 26.76           0
## 2028          Rural            107.17         Unknown 24.00           0
## 2029          Rural             91.46    never smoked 25.00           0
## 2030          Urban             81.05         Unknown 28.00           0
## 2031          Urban             73.02         Unknown 26.00           0
## 2032          Urban            114.37         Unknown 26.00           0
## 2033          Urban            100.29    never smoked 24.00           0
## 2034          Urban             68.37          smokes 26.00           0
## 2035          Rural             87.95    never smoked 28.00           0
## 2036          Urban             73.27          smokes 26.00           0
## 2037          Rural            131.43         Unknown 23.00           0
## 2038          Urban            107.29    never smoked 24.00           0
## 2039          Rural             68.24         Unknown 25.00           0
## 2040          Urban             74.01          smokes 25.00           0
## 2041          Urban             95.40         Unknown 25.00           0
## 2042          Rural             95.75          smokes 18.40           0
## 2043          Urban            104.51         Unknown 23.00           0
## 2044          Rural            108.87         Unknown 28.00           0
## 2045          Urban            209.06         Unknown 24.00           0
## 2046          Rural             86.57         Unknown 24.00           0
## 2047          Urban            120.25         Unknown 28.00           0
## 2048          Rural             85.51          smokes 24.00           0
## 2049          Rural             84.18    never smoked 27.00           0
## 2050          Urban             82.37    never smoked 23.00           0
## 2051          Rural             96.15         Unknown 27.00           0
## 2052          Rural             74.55    never smoked 25.00           0
## 2053          Urban            114.45          smokes 25.00           0
## 2054          Rural            113.68    never smoked 23.00           0
## 2055          Rural            107.91    never smoked 28.00           0
## 2056          Rural             83.85    never smoked 26.00           0
## 2057          Urban            101.30         Unknown 25.00           0
## 2058          Rural             72.13    never smoked 24.00           0
## 2059          Urban             94.98    never smoked 27.00           0
## 2060          Rural            228.42 formerly smoked 26.00           0
## 2061          Rural             93.90    never smoked 27.00           0
## 2062          Urban             93.13         Unknown 25.00           0
## 2063          Urban            121.60    never smoked 24.00           0
## 2064          Rural             84.40 formerly smoked 21.80           0
## 2065          Rural             82.13    never smoked 27.00           0
## 2066          Urban             73.33    never smoked 26.00           0
## 2067          Urban             75.88         Unknown 28.00           0
## 2068          Rural            212.97 formerly smoked 26.00           0
## 2069          Rural            100.41    never smoked 26.00           0
## 2070          Urban            202.05          smokes 26.00           0
## 2071          Urban             71.42          smokes 23.00           0
## 2072          Rural            107.50    never smoked 27.00           0
## 2073          Rural             55.57 formerly smoked 25.00           0
## 2074          Urban             58.14    never smoked 27.00           0
## 2075          Rural             78.53         Unknown 25.00           0
## 2076          Urban             78.79          smokes 28.00           0
## 2077          Urban             96.62         Unknown 26.00           0
## 2078          Rural             65.28    never smoked 26.00           0
## 2079          Rural             92.67 formerly smoked 25.00           0
## 2080          Rural            206.25         Unknown 24.00           0
## 2081          Urban            114.18    never smoked 23.00           0
## 2082          Rural            231.69 formerly smoked 26.00           0
## 2083          Rural            101.89          smokes 23.00           0
## 2084          Urban            107.22          smokes 28.00           0
## 2085          Rural            101.99    never smoked 24.00           0
## 2086          Rural             72.56 formerly smoked 25.00           0
## 2087          Urban             94.47    never smoked 27.00           0
## 2088          Urban             98.76          smokes 25.00           0
## 2089          Rural            116.93    never smoked 27.00           0
## 2090          Rural            219.96    never smoked 26.00           0
## 2091          Urban             75.77    never smoked 26.00           0
## 2092          Urban            124.35         Unknown 28.00           0
## 2093          Urban             88.97    never smoked 26.00           0
## 2094          Rural             72.49    never smoked 26.00           0
## 2095          Rural            107.27         Unknown 28.00           0
## 2096          Rural             97.96    never smoked 24.00           0
## 2097          Urban            197.69          smokes 28.00           0
## 2098          Rural            112.30         Unknown 24.00           0
## 2099          Urban             75.77 formerly smoked 25.00           0
## 2100          Urban             76.51         Unknown 27.00           0
## 2101          Urban             93.14    never smoked 24.00           0
## 2102          Rural             80.84         Unknown 23.00           0
## 2103          Rural            199.88 formerly smoked 23.00           0
## 2104          Rural             77.48 formerly smoked 24.00           0
## 2105          Rural             65.34    never smoked 25.00           0
## 2106          Urban             81.96 formerly smoked 28.00           0
## 2107          Urban             98.71 formerly smoked 23.00           0
## 2108          Rural            170.22 formerly smoked 28.00           0
## 2109          Urban             73.50          smokes 24.00           0
## 2110          Rural             72.39          smokes 26.00           0
## 2111          Urban            102.96 formerly smoked 28.00           0
## 2112          Urban             80.72 formerly smoked 29.99           0
## 2113          Urban             74.19 formerly smoked 28.00           0
## 2114          Urban             77.12 formerly smoked 27.00           0
## 2115          Urban             81.20         Unknown 24.00           0
## 2116          Rural            114.76    never smoked 28.00           0
## 2117          Urban            109.97         Unknown 25.63           0
## 2118          Urban             92.87    never smoked 26.00           0
## 2119          Urban            113.05          smokes 27.00           0
## 2120          Urban             68.24 formerly smoked 24.00           0
## 2121          Rural             74.35          smokes 28.00           0
## 2122          Urban             91.08    never smoked 25.00           0
## 2123          Urban             88.83          smokes 24.00           0
## 2124          Rural            134.33         Unknown 25.00           0
## 2125          Rural            208.78         Unknown 28.00           0
## 2126          Rural             66.17    never smoked 28.00           0
## 2127          Rural            222.29    never smoked 28.00           0
## 2128          Rural            114.16          smokes 27.00           0
## 2129          Rural             61.67         Unknown 26.00           0
## 2130          Rural            220.36 formerly smoked 28.00           0
## 2131          Urban             76.03    never smoked 23.00           0
## 2132          Urban             73.06    never smoked 27.00           0
## 2133          Urban            187.88 formerly smoked 28.00           0
## 2134          Urban             79.89         Unknown 26.00           0
## 2135          Rural             79.02         Unknown 25.00           0
## 2136          Rural            191.66          smokes 23.00           0
## 2137          Urban             76.74         Unknown 24.00           0
## 2138          Urban             72.29         Unknown 27.06           0
## 2139          Urban             92.59 formerly smoked 28.00           0
## 2140          Rural             80.42 formerly smoked 27.00           0
## 2141          Rural             62.47 formerly smoked 26.00           0
## 2142          Rural             63.94    never smoked 25.00           0
## 2143          Rural             77.73    never smoked 27.00           0
## 2144          Rural            115.79         Unknown 25.00           0
## 2145          Urban             96.30          smokes 23.00           0
## 2146          Rural            107.46    never smoked 28.00           0
## 2147          Rural            108.33    never smoked 28.00           0
## 2148          Rural             89.37    never smoked 26.00           0
## 2149          Urban             93.64         Unknown 32.40           0
## 2150          Urban            217.75    never smoked 23.00           0
## 2151          Rural             83.44         Unknown 26.00           0
## 2152          Rural             93.88          smokes 23.00           0
## 2153          Urban             55.34         Unknown 27.00           0
## 2154          Rural            102.61         Unknown 26.00           0
## 2155          Rural             62.08         Unknown 28.00           0
## 2156          Rural             81.76 formerly smoked 27.00           0
## 2157          Urban             59.20    never smoked 23.00           0
## 2158          Urban             55.61         Unknown 26.00           0
## 2159          Urban            226.88 formerly smoked 26.00           0
## 2160          Urban             65.66    never smoked 25.00           0
## 2161          Urban             58.70          smokes 28.00           0
## 2162          Urban            186.40    never smoked 26.00           0
## 2163          Urban            122.32         Unknown 26.00           0
## 2164          Urban             59.05         Unknown 27.00           0
## 2165          Urban            149.13          smokes 27.00           0
## 2166          Urban             82.39    never smoked 25.00           0
## 2167          Rural            169.49         Unknown 27.00           0
## 2168          Rural             80.25 formerly smoked 27.00           0
## 2169          Urban            203.81 formerly smoked 28.00           0
## 2170          Urban            170.76         Unknown 24.00           0
## 2171          Rural             80.85         Unknown 25.00           0
## 2172          Rural            120.58    never smoked 24.00           0
## 2173          Rural             86.57 formerly smoked 28.61           0
## 2174          Urban             90.01          smokes 27.00           0
## 2175          Rural             68.84 formerly smoked 24.00           0
## 2176          Rural            155.14         Unknown 24.00           0
## 2177          Urban            158.48 formerly smoked 27.00           0
## 2178          Rural             92.56         Unknown 25.00           0
## 2179          Rural             90.15 formerly smoked 28.00           0
## 2180          Rural             80.09    never smoked 23.00           0
## 2181          Rural            189.44    never smoked 26.24           0
## 2182          Rural             70.03          smokes 23.00           0
## 2183          Rural            249.29          smokes 27.00           0
## 2184          Rural             72.52         Unknown 23.00           0
## 2185          Urban             96.93          smokes 25.00           0
## 2186          Urban            211.35 formerly smoked 26.00           0
## 2187          Rural             85.87         Unknown 25.00           0
## 2188          Rural             60.96    never smoked 21.27           0
## 2189          Urban            120.09    never smoked 23.00           0
## 2190          Urban             92.13    never smoked 23.00           0
## 2191          Urban             83.07          smokes 23.00           0
## 2192          Rural             77.67         Unknown 25.00           0
## 2193          Urban            109.51    never smoked 25.00           0
## 2194          Urban             97.24    never smoked 24.00           0
## 2195          Rural            127.29         Unknown 27.00           0
## 2196          Urban            134.80    never smoked 25.00           0
## 2197          Urban             74.65 formerly smoked 28.00           0
## 2198          Urban             85.84    never smoked 23.00           0
## 2199          Urban             90.43          smokes 24.00           0
## 2200          Urban             74.35    never smoked 22.19           0
## 2201          Urban            206.59          smokes 26.00           0
## 2202          Urban            196.33    never smoked 25.00           0
## 2203          Rural             70.23    never smoked 25.00           0
## 2204          Urban            242.94    never smoked 25.00           0
## 2205          Rural            103.06    never smoked 25.00           0
## 2206          Urban             80.86          smokes 24.00           0
## 2207          Urban            114.32          smokes 26.00           0
## 2208          Urban             83.91         Unknown 25.86           0
## 2209          Rural            152.02 formerly smoked 24.00           0
## 2210          Rural             75.19    never smoked 27.00           0
## 2211          Urban             60.61 formerly smoked 28.00           0
## 2212          Rural             89.14 formerly smoked 25.00           0
## 2213          Urban             97.23         Unknown 24.00           0
## 2214          Rural            135.19    never smoked 28.00           0
## 2215          Urban             78.48 formerly smoked 27.00           0
## 2216          Rural             97.24         Unknown 24.00           0
## 2217          Urban             75.92    never smoked 25.00           0
## 2218          Urban             93.30         Unknown 24.00           0
## 2219          Urban             97.39         Unknown 26.00           0
## 2220          Rural            134.61    never smoked 25.95           0
## 2221          Rural            104.02    never smoked 25.00           0
## 2222          Urban             56.90    never smoked 25.00           0
## 2223          Rural            112.66         Unknown 23.00           0
## 2224          Rural            226.75         Unknown 26.00           0
## 2225          Rural             76.28 formerly smoked 28.00           0
## 2226          Urban             90.01 formerly smoked 27.00           0
## 2227          Rural            107.84 formerly smoked 25.00           0
## 2228          Rural             71.06    never smoked 28.00           0
## 2229          Urban            185.00    never smoked 25.00           0
## 2230          Rural            104.42          smokes 25.00           0
## 2231          Urban             89.57         Unknown 28.00           0
## 2232          Rural            136.20         Unknown 25.00           0
## 2233          Urban            128.23    never smoked 26.00           0
## 2234          Rural            104.23          smokes 24.00           0
## 2235          Urban            133.82    never smoked 25.00           0
## 2236          Rural             80.82    never smoked 23.00           0
## 2237          Rural            102.35    never smoked 28.00           0
## 2238          Rural             88.48    never smoked 26.00           0
## 2239          Rural             88.81         Unknown 23.00           0
## 2240          Rural             75.09    never smoked 28.00           0
## 2241          Urban            199.83         Unknown 27.00           0
## 2242          Rural             73.69         Unknown 25.00           0
## 2243          Urban            111.27         Unknown 25.00           0
## 2244          Rural             68.44          smokes 28.00           0
## 2245          Urban             65.36    never smoked 26.00           0
## 2246          Urban             94.12    never smoked 26.00           0
## 2247          Rural             96.24    never smoked 27.00           0
## 2248          Rural             91.25         Unknown 28.00           0
## 2249          Rural             77.29    never smoked 23.00           0
## 2250          Rural            125.09         Unknown 28.00           0
## 2251          Urban            107.18    never smoked 23.00           0
## 2252          Urban            130.07    never smoked 26.00           0
## 2253          Urban             57.30    never smoked 26.00           0
## 2254          Rural            101.35    never smoked 25.00           0
## 2255          Rural             94.03    never smoked 28.00           0
## 2256          Urban            227.81 formerly smoked 23.00           0
## 2257          Urban             66.67          smokes 29.08           0
## 2258          Urban            240.81    never smoked 28.00           0
## 2259          Urban             88.02         Unknown 25.00           0
## 2260          Urban            152.87         Unknown 28.00           0
## 2261          Urban             96.04         Unknown 25.00           0
## 2262          Urban             60.35 formerly smoked 24.00           0
## 2263          Urban            118.66    never smoked 23.00           0
## 2264          Urban             89.03          smokes 25.00           0
## 2265          Urban             58.51 formerly smoked 26.00           0
## 2266          Urban             96.04 formerly smoked 28.00           0
## 2267          Rural            110.92         Unknown 24.00           0
## 2268          Rural             92.72    never smoked 24.00           0
## 2269          Rural            108.23         Unknown 28.00           0
## 2270          Rural             56.34         Unknown 27.00           0
## 2271          Rural             61.83    never smoked 24.00           0
## 2272          Rural            131.99    never smoked 28.00           0
## 2273          Rural            136.81          smokes 26.00           0
## 2274          Rural            239.28    never smoked 27.00           0
## 2275          Urban            131.30    never smoked 27.00           0
## 2276          Rural            117.75    never smoked 22.01           0
## 2277          Urban             78.46         Unknown 26.00           0
## 2278          Rural             83.53 formerly smoked 25.00           0
## 2279          Rural            145.50 formerly smoked 25.00           0
## 2280          Urban             88.33         Unknown 24.00           0
## 2281          Rural            101.25 formerly smoked 28.00           0
## 2282          Urban            131.43    never smoked 26.00           0
## 2283          Rural            231.50    never smoked 28.00           0
## 2284          Rural             82.89    never smoked 28.00           0
## 2285          Rural            192.37    never smoked 28.00           0
## 2286          Rural             79.64          smokes 26.00           0
## 2287          Rural             82.88         Unknown 32.09           0
## 2288          Rural             99.40    never smoked 24.00           0
## 2289          Urban             77.75          smokes 25.00           0
## 2290          Rural             75.03    never smoked 24.00           0
## 2291          Rural            220.47    never smoked 24.00           0
## 2292          Rural            196.91         Unknown 23.00           0
## 2293          Urban            180.80    never smoked 27.00           0
## 2294          Urban            247.48          smokes 24.00           0
## 2295          Urban            216.00          smokes 23.00           0
## 2296          Urban             75.64    never smoked 27.00           0
## 2297          Urban             95.07 formerly smoked 26.00           0
## 2298          Urban            129.97          smokes 27.00           0
## 2299          Urban            124.26    never smoked 23.00           0
## 2300          Urban             87.92         Unknown 23.00           0
## 2301          Rural             85.15         Unknown 25.00           0
## 2302          Rural             95.36          smokes 26.00           0
## 2303          Urban             87.16 formerly smoked 25.00           0
## 2304          Rural            219.39          smokes 25.00           0
## 2305          Urban             71.92         Unknown 23.00           0
## 2306          Urban            167.66         Unknown 26.00           0
## 2307          Rural             87.21         Unknown 27.00           0
## 2308          Rural            220.47          smokes 23.00           0
## 2309          Urban             80.47         Unknown 27.00           0
## 2310          Urban             89.95 formerly smoked 23.00           0
## 2311          Rural            111.32         Unknown 27.00           0
## 2312          Urban             65.01         Unknown 26.00           0
## 2313          Urban            110.07    never smoked 28.00           0
## 2314          Urban             60.56    never smoked 23.00           0
## 2315          Urban             89.83          smokes 28.00           0
## 2316          Rural             90.35         Unknown 23.00           0
## 2317          Urban             71.50          smokes 25.00           0
## 2318          Urban             71.71          smokes 26.00           0
## 2319          Urban            173.96 formerly smoked 28.00           0
## 2320          Urban             96.06    never smoked 25.00           0
## 2321          Urban            113.20          smokes 26.00           0
## 2322          Rural            106.03         Unknown 27.00           0
## 2323          Rural            111.38          smokes 27.00           0
## 2324          Rural             73.29          smokes 34.89           0
## 2325          Urban             65.71          smokes 27.03           0
## 2326          Rural             60.41         Unknown 26.00           0
## 2327          Urban             89.11    never smoked 25.00           0
## 2328          Urban             63.32 formerly smoked 24.00           0
## 2329          Urban             85.68    never smoked 24.00           0
## 2330          Urban            162.93         Unknown 27.00           0
## 2331          Rural             89.22         Unknown 25.00           0
## 2332          Rural             91.68 formerly smoked 24.80           0
## 2333          Urban            198.33          smokes 24.00           0
## 2334          Rural             85.81         Unknown 23.00           0
## 2335          Rural             79.59          smokes 24.00           0
## 2336          Rural            106.74 formerly smoked 25.00           0
## 2337          Urban            191.33    never smoked 23.00           0
## 2338          Rural             59.52    never smoked 23.00           0
## 2339          Rural            206.52          smokes 24.00           0
## 2340          Rural             80.07    never smoked 28.00           0
## 2341          Rural             64.92         Unknown 24.00           0
## 2342          Urban             80.00    never smoked 26.00           0
## 2343          Urban             75.06         Unknown 23.00           0
## 2344          Urban            112.20    never smoked 28.00           0
## 2345          Urban             91.18    never smoked 27.00           0
## 2346          Rural             85.81 formerly smoked 24.00           0
## 2347          Urban            148.37    never smoked 23.00           0
## 2348          Rural             64.55         Unknown 26.00           0
## 2349          Rural             97.31         Unknown 26.00           0
## 2350          Rural            111.15    never smoked 24.00           0
## 2351          Urban             80.97    never smoked 24.00           0
## 2352          Rural             89.88 formerly smoked 28.00           0
## 2353          Rural             62.66 formerly smoked 25.00           0
## 2354          Urban            122.25         Unknown 25.00           0
## 2355          Rural             87.08    never smoked 36.52           0
## 2356          Rural             85.00          smokes 24.67           0
## 2357          Urban            100.49          smokes 23.00           0
## 2358          Urban            145.37         Unknown 28.00           0
## 2359          Urban            112.19         Unknown 24.00           0
## 2360          Rural             79.73          smokes 24.00           0
## 2361          Rural            101.13 formerly smoked 25.00           0
## 2362          Urban            101.98         Unknown 17.38           0
## 2363          Rural             98.39          smokes 25.00           0
## 2364          Rural            128.04          smokes 25.00           0
## 2365          Urban             98.12         Unknown 26.00           0
## 2366          Urban            216.96         Unknown 25.00           0
## 2367          Rural             94.92         Unknown 26.00           0
## 2368          Rural             83.27 formerly smoked 28.00           0
## 2369          Rural             96.86         Unknown 28.00           0
## 2370          Rural             99.73 formerly smoked 24.00           0
## 2371          Rural             91.71         Unknown 23.00           0
## 2372          Rural             65.77          smokes 25.00           0
## 2373          Urban            161.57          smokes 25.00           0
## 2374          Rural             74.32    never smoked 23.00           0
## 2375          Rural            170.93         Unknown 24.00           0
## 2376          Urban             74.43    never smoked 26.00           0
## 2377          Rural             86.36 formerly smoked 27.00           0
## 2378          Rural             97.06         Unknown 25.00           0
## 2379          Rural            110.38         Unknown 27.00           0
## 2380          Rural             79.03         Unknown 23.00           0
## 2381          Rural             62.48    never smoked 25.00           0
## 2382          Rural             55.62    never smoked 25.00           0
## 2383          Rural             84.90    never smoked 27.00           0
## 2384          Rural            232.81         Unknown 27.00           0
## 2385          Rural             86.55          smokes 26.00           0
## 2386          Rural            118.61    never smoked 28.00           0
## 2387          Rural             80.21 formerly smoked 24.30           0
## 2388          Rural             65.96    never smoked 28.00           0
## 2389          Urban             61.34         Unknown 27.00           0
## 2390          Urban            116.60         Unknown 28.00           0
## 2391          Urban             85.13         Unknown 27.00           0
## 2392          Rural             86.32         Unknown 24.00           0
## 2393          Rural             69.22    never smoked 25.00           0
## 2394          Urban            140.93         Unknown 26.00           0
## 2395          Urban             83.43         Unknown 25.00           0
## 2396          Urban            207.95 formerly smoked 28.00           0
## 2397          Rural            134.29          smokes 24.00           0
## 2398          Urban            115.12         Unknown 25.00           0
## 2399          Urban             86.25    never smoked 25.00           0
## 2400          Rural            112.94    never smoked 24.00           0
## 2401          Rural             73.54          smokes 23.00           0
## 2402          Urban             80.86         Unknown 27.00           0
## 2403          Rural             83.91         Unknown 27.00           0
## 2404          Rural             69.91    never smoked 23.00           0
## 2405          Rural             95.62          smokes 25.00           0
## 2406          Urban             63.95    never smoked 27.00           0
## 2407          Rural            122.50         Unknown 26.00           0
## 2408          Rural             86.00    never smoked 23.00           0
## 2409          Urban            120.27    never smoked 26.00           0
## 2410          Urban             56.71         Unknown 24.00           0
## 2411          Rural            131.63    never smoked 23.00           0
## 2412          Urban             79.36    never smoked 27.00           0
## 2413          Urban            120.77    never smoked 25.00           0
## 2414          Rural            100.42          smokes 27.00           0
## 2415          Urban            155.86          smokes 27.00           0
## 2416          Rural             66.01          smokes 25.00           0
## 2417          Urban             86.99          smokes 25.00           0
## 2418          Urban             90.55    never smoked 26.68           0
## 2419          Rural            229.58         Unknown 23.00           0
## 2420          Urban             60.06          smokes 25.00           0
## 2421          Rural             65.66 formerly smoked 24.00           0
## 2422          Urban            104.70          smokes 27.00           0
## 2423          Urban            113.86    never smoked 25.00           0
## 2424          Rural             99.49         Unknown 23.00           0
## 2425          Urban            165.99    never smoked 25.00           0
## 2426          Urban            114.99         Unknown 23.00           0
## 2427          Urban             79.58         Unknown 27.00           0
## 2428          Rural             77.37    never smoked 27.00           0
## 2429          Urban             93.55    never smoked 28.00           0
## 2430          Urban            187.22         Unknown 24.00           0
## 2431          Rural            167.59 formerly smoked 27.00           0
## 2432          Urban             98.03          smokes 18.26           0
## 2433          Urban             88.79         Unknown 28.00           0
## 2434          Urban             92.90          smokes 28.00           0
## 2435          Urban            117.34    never smoked 27.00           0
## 2436          Urban             80.75    never smoked 23.72           0
## 2437          Rural             77.51         Unknown 24.00           0
## 2438          Urban            105.63         Unknown 25.00           0
## 2439          Urban            114.34          smokes 23.00           0
## 2440          Rural            227.04          smokes 26.00           0
## 2441          Urban             87.56    never smoked 25.00           0
## 2442          Urban             84.47          smokes 25.00           0
## 2443          Rural             96.26         Unknown 26.00           0
## 2444          Rural            116.64         Unknown 27.00           0
## 2445          Urban             79.57    never smoked 28.00           0
## 2446          Rural             78.44    never smoked 28.00           0
## 2447          Urban             64.15    never smoked 26.00           0
## 2448          Urban             74.50    never smoked 24.00           0
## 2449          Urban             70.32         Unknown 23.00           0
## 2450          Urban             84.48    never smoked 25.00           0
## 2451          Urban            144.08 formerly smoked 27.00           0
## 2452          Rural             78.14    never smoked 25.00           0
## 2453          Urban            133.58    never smoked 24.00           0
## 2454          Urban            214.42 formerly smoked 25.00           0
## 2455          Urban             80.63          smokes 28.00           0
## 2456          Rural            233.71    never smoked 22.71           0
## 2457          Urban             96.00          smokes 27.00           0
## 2458          Urban             74.52         Unknown 24.00           0
## 2459          Rural            131.40    never smoked 26.00           0
## 2460          Urban            216.40    never smoked 25.00           0
## 2461          Rural            108.80         Unknown 25.00           0
## 2462          Urban             97.06    never smoked 25.00           0
## 2463          Rural            266.59    never smoked 24.00           0
## 2464          Rural             55.58    never smoked 24.00           0
## 2465          Urban             65.87 formerly smoked 26.00           0
## 2466          Urban             89.28          smokes 27.00           0
## 2467          Urban             56.12         Unknown 25.00           0
## 2468          Urban             74.70 formerly smoked 24.00           0
## 2469          Urban             83.06         Unknown 24.00           0
## 2470          Urban            227.94         Unknown 28.00           0
## 2471          Rural             84.88    never smoked 28.00           0
## 2472          Urban             64.20         Unknown 28.00           0
## 2473          Rural            137.22         Unknown 27.00           0
## 2474          Urban             81.44 formerly smoked 26.00           0
## 2475          Rural             90.26         Unknown 24.00           0
## 2476          Urban             68.48    never smoked 24.00           0
## 2477          Urban            100.02    never smoked 26.00           0
## 2478          Urban            100.61         Unknown 23.00           0
## 2479          Urban            156.82         Unknown 24.00           0
## 2480          Urban             81.66         Unknown 25.00           0
## 2481          Rural            112.22         Unknown 26.00           0
## 2482          Urban             90.62         Unknown 27.49           0
## 2483          Rural             72.49    never smoked 25.00           0
## 2484          Urban            107.47         Unknown 28.00           0
## 2485          Rural             92.11    never smoked 28.00           0
## 2486          Rural             70.54 formerly smoked 23.00           0
## 2487          Rural            205.00    never smoked 24.00           0
## 2488          Rural            126.39          smokes 28.00           0
## 2489          Rural             89.72         Unknown 28.00           0
## 2490          Urban             92.08          smokes 28.00           0
## 2491          Urban             85.38         Unknown 28.00           0
## 2492          Rural             95.25    never smoked 23.00           0
## 2493          Rural             75.91         Unknown 27.00           0
## 2494          Rural            203.44 formerly smoked 28.00           0
## 2495          Urban            243.73          smokes 24.00           0
## 2496          Urban             88.23         Unknown 19.87           0
## 2497          Rural             97.47    never smoked 24.00           0
## 2498          Rural             59.28    never smoked 28.00           0
## 2499          Rural            101.15         Unknown 23.00           0
## 2500          Urban             68.38         Unknown 23.00           0
## 2501          Rural             55.46    never smoked 23.00           0
## 2502          Urban            113.87    never smoked 23.00           0
## 2503          Urban             67.03    never smoked 29.45           0
## 2504          Rural             96.35    never smoked 24.00           0
## 2505          Urban            127.21          smokes 23.00           0
## 2506          Urban             78.90    never smoked 28.00           0
## 2507          Urban             59.91 formerly smoked 24.00           0
## 2508          Urban            160.94          smokes 28.00           0
## 2509          Rural             59.61         Unknown 24.00           0
## 2510          Urban             87.94    never smoked 23.00           0
## 2511          Rural             97.55 formerly smoked 23.00           0
## 2512          Urban            116.02 formerly smoked 23.00           0
## 2513          Rural            127.32          smokes 24.00           0
## 2514          Urban             75.50          smokes 23.00           0
## 2515          Urban             79.35         Unknown 25.00           0
## 2516          Rural            176.25    never smoked 26.00           0
## 2517          Rural            108.56    never smoked 26.00           0
## 2518          Urban            168.06          smokes 24.00           0
## 2519          Urban             75.52 formerly smoked 24.00           0
## 2520          Rural             82.15 formerly smoked 25.00           0
## 2521          Urban            200.28 formerly smoked 24.00           0
## 2522          Rural             62.44          smokes 24.00           0
## 2523          Rural             84.31          smokes 20.49           0
## 2524          Rural            221.43         Unknown 25.00           0
## 2525          Urban            165.47         Unknown 25.00           0
## 2526          Rural             96.69          smokes 26.00           0
## 2527          Urban             63.98 formerly smoked 24.00           0
## 2528          Urban            145.03 formerly smoked 27.00           0
## 2529          Urban             98.53    never smoked 27.00           0
## 2530          Urban            105.55          smokes 26.00           0
## 2531          Rural            134.23         Unknown 24.00           0
## 2532          Rural             62.48         Unknown 27.00           0
## 2533          Urban            213.38         Unknown 25.00           0
## 2534          Rural             70.52 formerly smoked 27.00           0
## 2535          Urban             93.21    never smoked 24.00           0
## 2536          Rural             82.39         Unknown 25.00           0
## 2537          Rural             88.29          smokes 21.51           0
## 2538          Rural             80.18 formerly smoked 23.00           0
## 2539          Rural             84.02    never smoked 24.00           0
## 2540          Rural             69.72    never smoked 28.00           0
## 2541          Urban            192.16    never smoked 28.69           0
## 2542          Rural             82.27    never smoked 25.00           0
## 2543          Urban            101.87    never smoked 28.00           0
## 2544          Rural             77.55         Unknown 23.00           0
## 2545          Urban            215.72          smokes 26.00           0
## 2546          Rural             87.84         Unknown 28.00           0
## 2547          Rural             91.93    never smoked 26.00           0
## 2548          Urban             58.63    never smoked 23.00           0
## 2549          Urban            173.14          smokes 26.00           0
## 2550          Urban            106.83 formerly smoked 24.00           0
## 2551          Urban             84.44 formerly smoked 24.00           0
## 2552          Urban             92.16    never smoked 23.00           0
## 2553          Urban             85.96 formerly smoked 25.00           0
## 2554          Rural            202.57    never smoked 26.00           0
## 2555          Rural             65.41         Unknown 23.00           0
## 2556          Urban            102.51         Unknown 24.00           0
## 2557          Rural             62.60         Unknown 25.00           0
## 2558          Urban            150.10    never smoked 26.00           0
## 2559          Rural             94.15          smokes 27.00           0
## 2560          Urban             65.50    never smoked 27.00           0
## 2561          Urban             81.31    never smoked 27.00           0
## 2562          Rural             78.96    never smoked 23.00           0
## 2563          Rural            123.47         Unknown 26.00           0
## 2564          Urban             90.40    never smoked 24.00           0
## 2565          Urban             71.59    never smoked 25.00           0
## 2566          Rural            209.50 formerly smoked 25.00           0
## 2567          Urban             86.60         Unknown 26.00           0
## 2568          Urban             57.43 formerly smoked 24.00           0
## 2569          Rural             87.93    never smoked 24.00           0
## 2570          Rural            203.16         Unknown 24.00           0
## 2571          Rural            112.12    never smoked 24.00           0
## 2572          Urban             92.02    never smoked 24.00           0
## 2573          Rural             60.98 formerly smoked 23.00           0
## 2574          Urban             86.35    never smoked 27.00           0
## 2575          Rural             71.26         Unknown 26.00           0
## 2576          Urban             72.61    never smoked 27.00           0
## 2577          Urban            110.78    never smoked 27.00           0
## 2578          Urban             99.78    never smoked 27.00           0
## 2579          Rural            201.45          smokes 28.00           0
## 2580          Urban            127.78         Unknown 26.00           0
## 2581          Rural            121.32    never smoked 27.00           0
## 2582          Urban             83.89    never smoked 25.00           0
## 2583          Rural             74.06    never smoked 26.00           0
## 2584          Urban            206.15    never smoked 26.00           0
## 2585          Rural            102.90         Unknown 23.00           0
## 2586          Urban             65.48    never smoked 28.00           0
## 2587          Urban            123.23         Unknown 27.00           0
## 2588          Rural             71.30    never smoked 28.00           0
## 2589          Rural             79.05         Unknown 26.00           0
## 2590          Rural            102.21    never smoked 26.00           0
## 2591          Urban            105.22         Unknown 25.00           0
## 2592          Rural             84.58         Unknown 24.00           0
## 2593          Urban             77.30    never smoked 24.00           0
## 2594          Rural             74.79         Unknown 24.00           0
## 2595          Rural             88.75         Unknown 24.00           0
## 2596          Rural             97.97    never smoked 27.00           0
## 2597          Rural             79.18         Unknown 28.00           0
## 2598          Urban             81.33    never smoked 26.00           0
## 2599          Urban            126.68    never smoked 27.00           0
## 2600          Urban            196.61    never smoked 25.00           0
## 2601          Urban            219.92 formerly smoked 25.00           0
## 2602          Rural             79.16 formerly smoked 23.00           0
## 2603          Urban             99.68 formerly smoked 24.00           0
## 2604          Urban             79.55 formerly smoked 26.00           0
## 2605          Rural             87.86 formerly smoked 27.00           0
## 2606          Urban             76.92         Unknown 23.05           0
## 2607          Rural             77.24         Unknown 23.00           0
## 2608          Urban            120.94 formerly smoked 26.00           0
## 2609          Rural             77.66    never smoked 23.00           0
## 2610          Rural            231.95    never smoked 25.00           0
## 2611          Urban            111.48          smokes 28.00           0
## 2612          Urban             84.25         Unknown 28.00           0
## 2613          Rural            216.38    never smoked 23.00           0
## 2614          Rural             95.01    never smoked 24.00           0
## 2615          Urban            105.74 formerly smoked 23.00           0
## 2616          Rural             58.41         Unknown 24.00           0
## 2617          Urban             56.89          smokes 27.00           0
## 2618          Urban             86.25    never smoked 24.00           0
## 2619          Rural             86.49         Unknown 24.00           0
## 2620          Rural            115.47         Unknown 27.00           0
## 2621          Rural             92.22         Unknown 23.00           0
## 2622          Rural             83.16          smokes 24.00           0
## 2623          Rural            110.68 formerly smoked 24.00           0
## 2624          Rural             70.06         Unknown 26.00           0
## 2625          Urban            213.33 formerly smoked 26.00           0
## 2626          Urban             93.52         Unknown 22.50           0
## 2627          Rural             87.62          smokes 24.00           0
## 2628          Rural             77.67    never smoked 24.00           0
## 2629          Rural             95.66          smokes 26.00           0
## 2630          Urban            172.33 formerly smoked 24.00           0
## 2631          Urban            106.59         Unknown 24.00           0
## 2632          Urban             87.06    never smoked 25.00           0
## 2633          Rural             93.02 formerly smoked 24.00           0
## 2634          Urban            243.59    never smoked 26.00           0
## 2635          Urban             86.70         Unknown 24.00           0
## 2636          Rural             97.81 formerly smoked 27.00           0
## 2637          Urban            116.04    never smoked 27.00           0
## 2638          Urban            169.43 formerly smoked 28.00           0
## 2639          Rural             68.41          smokes 26.00           0
## 2640          Rural             94.44         Unknown 24.00           0
## 2641          Urban             73.48          smokes 27.00           0
## 2642          Rural            183.87    never smoked 23.00           0
## 2643          Rural             66.08    never smoked 27.00           0
## 2644          Rural             72.19         Unknown 25.00           0
## 2645          Rural            101.09          smokes 26.00           0
## 2646          Urban             88.83    never smoked 28.00           0
## 2647          Rural             69.99          smokes 28.00           0
## 2648          Urban            102.40          smokes 23.00           0
## 2649          Rural             87.26          smokes 27.00           0
## 2650          Urban            146.59         Unknown 27.00           0
## 2651          Rural             59.00         Unknown 26.00           0
## 2652          Urban             76.83    never smoked 24.00           0
## 2653          Urban            101.83         Unknown 23.00           0
## 2654          Urban             90.92    never smoked 24.00           0
## 2655          Urban             67.50          smokes 27.00           0
## 2656          Urban             97.16         Unknown 23.00           0
## 2657          Urban             85.62 formerly smoked 25.00           0
## 2658          Rural            129.43    never smoked 23.00           0
## 2659          Urban            106.01          smokes 27.00           0
## 2660          Rural            114.82         Unknown 28.00           0
## 2661          Urban            121.39         Unknown 26.00           0
## 2662          Urban            227.98         Unknown 28.00           0
## 2663          Urban             78.97    never smoked 27.33           0
## 2664          Urban             84.12         Unknown 24.00           0
## 2665          Urban             95.04    never smoked 20.92           0
## 2666          Rural            103.15          smokes 23.00           0
## 2667          Urban             82.91 formerly smoked 26.00           0
## 2668          Urban             70.93         Unknown 27.00           0
## 2669          Rural            153.60 formerly smoked 24.00           0
## 2670          Urban            129.43    never smoked 23.00           0
## 2671          Rural             81.00 formerly smoked 27.00           0
## 2672          Rural             71.81         Unknown 23.06           0
## 2673          Urban             84.46 formerly smoked 25.00           0
## 2674          Rural            101.32 formerly smoked 26.00           0
## 2675          Urban             62.56    never smoked 27.00           0
## 2676          Urban            208.20 formerly smoked 27.00           0
## 2677          Urban            199.42    never smoked 24.00           0
## 2678          Urban             91.28         Unknown 23.00           0
## 2679          Urban             77.99 formerly smoked 28.00           0
## 2680          Urban            190.13    never smoked 23.00           0
## 2681          Urban            149.68    never smoked 27.00           0
## 2682          Rural             92.30         Unknown 26.00           0
## 2683          Rural            235.54 formerly smoked 24.00           0
## 2684          Rural             84.46         Unknown 44.71           0
## 2685          Rural             68.70         Unknown 28.00           0
## 2686          Urban            178.89         Unknown 26.00           0
## 2687          Rural            227.74          smokes 26.00           0
## 2688          Rural            100.66         Unknown 27.00           0
## 2689          Urban             73.62         Unknown 27.00           0
## 2690          Rural            100.05          smokes 25.00           0
## 2691          Rural            213.80    never smoked 25.00           0
## 2692          Rural            103.94          smokes 24.00           0
## 2693          Urban             84.20         Unknown 25.00           0
## 2694          Urban            250.80    never smoked 28.00           0
## 2695          Rural            112.29         Unknown 25.00           0
## 2696          Urban             65.98    never smoked 25.00           0
## 2697          Urban             99.10         Unknown 24.00           0
## 2698          Rural            217.84    never smoked 24.00           0
## 2699          Urban            104.34         Unknown 24.00           0
## 2700          Rural            217.00 formerly smoked 23.00           0
## 2701          Rural             57.47 formerly smoked 28.00           0
## 2702          Urban             78.24    never smoked 24.00           0
## 2703          Rural             94.38    never smoked 23.00           0
## 2704          Urban            100.31    never smoked 25.00           0
## 2705          Urban             74.29          smokes 23.00           0
## 2706          Rural            103.43          smokes 28.00           0
## 2707          Urban             99.83 formerly smoked 27.00           0
## 2708          Urban            217.40    never smoked 35.68           0
## 2709          Urban             71.81         Unknown 28.00           0
## 2710          Urban             79.79          smokes 26.00           0
## 2711          Urban            190.92    never smoked 25.00           0
## 2712          Urban             94.76 formerly smoked 25.00           0
## 2713          Urban            101.43 formerly smoked 25.00           0
## 2714          Rural            115.86    never smoked 24.08           0
## 2715          Rural             95.27         Unknown 22.16           0
## 2716          Rural             89.02    never smoked 28.00           0
## 2717          Urban             77.55         Unknown 23.00           0
## 2718          Urban             75.86         Unknown 28.00           0
## 2719          Rural             93.62    never smoked 26.00           0
## 2720          Rural             72.71 formerly smoked 24.00           0
## 2721          Rural             94.45 formerly smoked 24.00           0
## 2722          Rural             88.57    never smoked 26.00           0
## 2723          Urban             84.12 formerly smoked 28.00           0
## 2724          Urban             89.11          smokes 27.00           0
## 2725          Rural             99.83          smokes 26.00           0
## 2726          Rural            150.03    never smoked 25.00           0
## 2727          Urban             69.67 formerly smoked 28.00           0
## 2728          Urban             77.46 formerly smoked 23.00           0
## 2729          Urban            100.54          smokes 24.00           0
## 2730          Rural            142.38    never smoked 23.00           0
## 2731          Rural            110.87          smokes 26.00           0
## 2732          Urban             73.60    never smoked 25.00           0
## 2733          Rural             59.52    never smoked 23.00           0
## 2734          Urban            142.68         Unknown 28.00           0
## 2735          Urban            182.90          smokes 25.00           0
## 2736          Urban             75.28 formerly smoked 28.00           0
## 2737          Rural            100.75    never smoked 24.00           0
## 2738          Rural            163.82    never smoked 27.00           0
## 2739          Urban            110.42          smokes 25.00           0
## 2740          Rural            105.18         Unknown 24.00           0
## 2741          Rural             79.59         Unknown 23.00           0
## 2742          Rural            107.99    never smoked 24.00           0
## 2743          Rural             90.22 formerly smoked 27.00           0
## 2744          Rural            143.45    never smoked 23.00           0
## 2745          Rural             78.57         Unknown 28.00           0
## 2746          Rural             79.82         Unknown 27.00           0
## 2747          Urban             95.88    never smoked 23.00           0
## 2748          Urban            123.04    never smoked 25.00           0
## 2749          Urban             92.34          smokes 33.82           0
## 2750          Rural            116.84    never smoked 23.00           0
## 2751          Urban             90.04 formerly smoked 24.00           0
## 2752          Rural            255.17 formerly smoked 24.00           0
## 2753          Rural            217.55          smokes 27.00           0
## 2754          Urban            123.66    never smoked 28.00           0
## 2755          Urban            112.16         Unknown 28.00           0
## 2756          Urban             88.43         Unknown 27.00           0
## 2757          Urban             86.03    never smoked 23.00           0
## 2758          Urban            227.96         Unknown 24.00           0
## 2759          Rural             85.60         Unknown 26.00           0
## 2760          Rural            111.68    never smoked 23.00           0
## 2761          Urban             73.49    never smoked 26.00           0
## 2762          Urban             87.82 formerly smoked 25.00           0
## 2763          Rural             99.29         Unknown 26.00           0
## 2764          Rural             63.73         Unknown 27.00           0
## 2765          Urban             85.55    never smoked 27.00           0
## 2766          Urban             79.20    never smoked 27.00           0
## 2767          Urban            105.93    never smoked 23.00           0
## 2768          Urban             94.19 formerly smoked 23.00           0
## 2769          Rural            231.71         Unknown 26.00           0
## 2770          Rural             69.28 formerly smoked 27.00           0
## 2771          Urban             71.37    never smoked 23.00           0
## 2772          Urban            110.18 formerly smoked 23.00           0
## 2773          Rural             59.68 formerly smoked 29.94           0
## 2774          Urban             94.24 formerly smoked 27.00           0
## 2775          Rural             82.10         Unknown 27.00           0
## 2776          Urban             62.62 formerly smoked 25.00           0
## 2777          Urban            107.83         Unknown 25.00           0
## 2778          Urban            107.59 formerly smoked 23.00           0
## 2779          Urban            116.98    never smoked 23.00           0
## 2780          Rural             84.10         Unknown 23.00           0
## 2781          Urban            160.64          smokes 24.00           0
## 2782          Urban             84.40    never smoked 27.00           0
## 2783          Rural             81.13    never smoked 26.00           0
## 2784          Urban             88.19    never smoked 23.00           0
## 2785          Rural            127.13         Unknown 25.00           0
## 2786          Rural            119.61         Unknown 24.00           0
## 2787          Urban            143.47 formerly smoked 26.00           0
## 2788          Rural             84.60          smokes 26.00           0
## 2789          Rural            110.72    never smoked 27.00           0
## 2790          Rural            158.93          smokes 24.00           0
## 2791          Rural             68.94         Unknown 25.48           0
## 2792          Rural             69.38         Unknown 25.00           0
## 2793          Urban             72.00    never smoked 27.00           0
## 2794          Rural             57.76          smokes 28.00           0
## 2795          Rural            108.65    never smoked 24.00           0
## 2796          Rural             65.42    never smoked 28.00           0
## 2797          Rural             78.93 formerly smoked 25.00           0
## 2798          Rural             98.34         Unknown 26.00           0
## 2799          Rural             82.57         Unknown 27.00           0
## 2800          Urban            124.37    never smoked 24.00           0
## 2801          Urban            100.96    never smoked 24.85           0
## 2802          Urban             75.22         Unknown 27.00           0
## 2803          Urban             59.85    never smoked 28.00           0
## 2804          Rural            104.75         Unknown 27.00           0
## 2805          Rural             70.98         Unknown 25.00           0
## 2806          Rural             92.77         Unknown 27.00           0
## 2807          Urban             82.12          smokes 24.00           0
## 2808          Rural            106.35    never smoked 27.00           0
## 2809          Rural             77.33         Unknown 28.00           0
## 2810          Urban             96.01         Unknown 24.00           0
## 2811          Urban            107.49    never smoked 27.00           0
## 2812          Rural             88.47          smokes 28.00           0
## 2813          Rural             87.92         Unknown 23.00           0
## 2814          Urban             91.13    never smoked 24.00           0
## 2815          Rural             80.72 formerly smoked 26.00           0
## 2816          Rural             59.83    never smoked 23.00           0
## 2817          Urban             67.02 formerly smoked 25.35           0
## 2818          Rural             60.22    never smoked 25.16           0
## 2819          Rural             82.41          smokes 26.00           0
## 2820          Urban             75.78         Unknown 26.00           0
## 2821          Rural            102.42    never smoked 27.00           0
## 2822          Rural             98.45         Unknown 23.00           0
## 2823          Urban             93.51          smokes 24.00           0
## 2824          Rural            113.68         Unknown 26.00           0
## 2825          Rural             97.41    never smoked 26.00           0
## 2826          Urban             58.65          smokes 24.00           0
## 2827          Rural             81.68         Unknown 24.00           0
## 2828          Urban            148.52         Unknown 28.00           0
## 2829          Urban             77.55 formerly smoked 23.00           0
## 2830          Rural            142.12          smokes 24.00           0
## 2831          Urban            125.30 formerly smoked 24.00           0
## 2832          Rural            118.81          smokes 23.00           0
## 2833          Urban             84.16          smokes 25.00           0
## 2834          Urban             78.74          smokes 24.00           0
## 2835          Urban             57.51         Unknown 24.00           0
## 2836          Urban             61.11    never smoked 23.00           0
## 2837          Urban             78.30         Unknown 26.00           0
## 2838          Urban             76.19    never smoked 25.00           0
## 2839          Rural            115.99    never smoked 24.00           0
## 2840          Rural            100.80    never smoked 23.00           0
## 2841          Urban             98.27         Unknown 27.00           0
## 2842          Rural             93.85    never smoked 26.00           0
## 2843          Rural             94.69          smokes 23.00           0
## 2844          Urban            136.23         Unknown 26.00           0
## 2845          Rural             56.12          smokes 23.00           0
## 2846          Rural             93.03         Unknown 25.00           0
## 2847          Rural            196.81    never smoked 23.00           0
## 2848          Rural             87.81 formerly smoked 26.00           0
## 2849          Urban            222.66 formerly smoked 24.00           0
## 2850          Rural            223.58    never smoked 25.00           0
## 2851          Urban             85.77    never smoked 23.00           0
## 2852          Rural             88.23         Unknown 25.00           0
## 2853          Urban             73.65         Unknown 26.00           0
## 2854          Urban            141.80    never smoked 28.00           0
## 2855          Rural             92.65         Unknown 27.00           0
## 2856          Rural            198.79          smokes 28.00           0
## 2857          Rural             61.04         Unknown 24.00           0
## 2858          Rural            102.88         Unknown 28.00           0
## 2859          Urban            123.39         Unknown 27.00           0
## 2860          Rural             67.07    never smoked 25.00           0
## 2861          Rural             69.88          smokes 27.00           0
## 2862          Urban             57.02         Unknown 27.00           0
## 2863          Urban            123.81    never smoked 23.00           0
## 2864          Rural             73.36 formerly smoked 28.00           0
## 2865          Rural             90.54    never smoked 25.00           0
## 2866          Urban             69.24    never smoked 19.12           0
## 2867          Urban            192.39    never smoked 28.00           0
## 2868          Rural            233.30         Unknown 28.00           0
## 2869          Urban             74.35 formerly smoked 25.00           0
## 2870          Rural             71.94          smokes 27.00           0
## 2871          Rural             82.35    never smoked 24.00           0
## 2872          Rural             73.28    never smoked 26.00           0
## 2873          Rural             97.57         Unknown 24.00           0
## 2874          Rural             83.30          smokes 25.00           0
## 2875          Urban             85.07         Unknown 27.00           0
## 2876          Urban             60.40         Unknown 26.00           0
## 2877          Urban             79.96 formerly smoked 25.00           0
## 2878          Rural             70.96         Unknown 25.00           0
## 2879          Urban             82.86    never smoked 28.00           0
## 2880          Rural             97.87          smokes 23.00           0
## 2881          Rural            201.38    never smoked 23.00           0
## 2882          Urban             91.82         Unknown 25.00           0
## 2883          Rural             91.85          smokes 23.00           0
## 2884          Urban             99.23 formerly smoked 27.00           0
## 2885          Urban             68.13 formerly smoked 21.45           0
## 2886          Rural             93.76 formerly smoked 27.00           0
## 2887          Rural            103.89    never smoked 24.00           0
## 2888          Urban             87.39         Unknown 27.00           0
## 2889          Urban             89.53         Unknown 26.00           0
## 2890          Urban             66.61         Unknown 25.00           0
## 2891          Rural            236.14         Unknown 24.00           0
## 2892          Urban             99.76 formerly smoked 25.00           0
## 2893          Urban             87.09         Unknown 24.00           0
## 2894          Urban            193.81    never smoked 27.00           0
## 2895          Rural             97.27    never smoked 25.00           0
## 2896          Urban            137.77    never smoked 26.00           0
## 2897          Urban            105.19          smokes 25.00           0
## 2898          Urban             82.72    never smoked 24.00           0
## 2899          Urban             58.35         Unknown 25.00           0
## 2900          Urban             68.79    never smoked 27.00           0
## 2901          Urban             94.19    never smoked 25.00           0
## 2902          Rural            121.17 formerly smoked 24.00           0
## 2903          Rural            106.41    never smoked 23.00           0
## 2904          Rural            104.79         Unknown 23.00           0
## 2905          Urban             82.18    never smoked 28.00           0
## 2906          Urban             96.81          smokes 25.00           0
## 2907          Rural            107.42 formerly smoked 25.00           0
## 2908          Rural             69.20    never smoked 28.00           0
## 2909          Urban             92.73    never smoked 27.00           0
## 2910          Urban             86.11    never smoked 27.00           0
## 2911          Rural            111.78          smokes 24.00           0
## 2912          Urban            122.26    never smoked 23.00           0
## 2913          Rural             78.16    never smoked 24.00           0
## 2914          Rural            105.77    never smoked 26.00           0
## 2915          Urban            102.97          smokes 25.00           0
## 2916          Urban             77.53 formerly smoked 23.00           0
## 2917          Urban             77.35    never smoked 24.00           0
## 2918          Urban             82.36         Unknown 25.00           0
## 2919          Rural            239.95          smokes 27.00           0
## 2920          Urban             61.96          smokes 28.00           0
## 2921          Rural             72.10    never smoked 26.00           0
## 2922          Rural            107.97         Unknown 27.00           0
## 2923          Urban             60.77          smokes 28.00           0
## 2924          Urban             71.06    never smoked 27.00           0
## 2925          Urban             60.36    never smoked 24.00           0
## 2926          Urban             83.33         Unknown 32.66           0
## 2927          Urban             65.33    never smoked 21.02           0
## 2928          Urban            113.28    never smoked 24.00           0
## 2929          Urban            170.88         Unknown 25.00           0
## 2930          Urban            103.34         Unknown 27.00           0
## 2931          Rural            106.08 formerly smoked 23.00           0
## 2932          Urban            156.45    never smoked 23.00           0
## 2933          Urban             60.05         Unknown 28.00           0
## 2934          Rural            114.05    never smoked 25.00           0
## 2935          Urban            202.21 formerly smoked 27.00           0
## 2936          Rural             57.28    never smoked 23.00           0
## 2937          Rural             99.49         Unknown 23.00           0
## 2938          Urban             63.60    never smoked 28.00           0
## 2939          Urban             80.01 formerly smoked 28.00           0
## 2940          Urban             58.42 formerly smoked 26.00           0
## 2941          Urban             67.38 formerly smoked 26.00           0
## 2942          Rural             73.58         Unknown 23.00           0
## 2943          Urban            103.92         Unknown 23.00           0
## 2944          Rural             80.22    never smoked 27.00           0
## 2945          Rural            103.76    never smoked 28.00           0
## 2946          Urban             77.06    never smoked 24.00           0
## 2947          Rural             90.22         Unknown 28.00           0
## 2948          Urban            181.30    never smoked 25.00           0
## 2949          Rural             85.29 formerly smoked 18.87           0
## 2950          Urban            107.59          smokes 25.00           0
## 2951          Urban             87.72          smokes 28.00           0
## 2952          Rural             70.73          smokes 27.00           0
## 2953          Urban             72.75         Unknown 23.00           0
## 2954          Rural             95.47          smokes 23.00           0
## 2955          Urban             70.54         Unknown 25.00           0
## 2956          Urban            100.03    never smoked 28.00           0
## 2957          Rural             59.78         Unknown 26.00           0
## 2958          Urban            198.79    never smoked 28.00           0
## 2959          Rural             90.39    never smoked 27.00           0
## 2960          Rural            147.04         Unknown 27.00           0
## 2961          Urban            202.55 formerly smoked 25.00           0
## 2962          Rural             64.92          smokes 23.00           0
## 2963          Rural            154.60 formerly smoked 25.00           0
## 2964          Urban             95.98          smokes 24.00           0
## 2965          Rural            102.51          smokes 27.82           0
## 2966          Urban             96.52         Unknown 23.00           0
## 2967          Rural            232.12    never smoked 23.00           0
## 2968          Rural             78.12         Unknown 26.00           0
## 2969          Urban             70.04    never smoked 26.00           0
## 2970          Rural             97.61          smokes 23.00           0
## 2971          Urban            113.11         Unknown 28.00           0
## 2972          Rural             71.06 formerly smoked 27.00           0
## 2973          Rural            104.95         Unknown 26.00           0
## 2974          Urban             81.94          smokes 24.00           0
## 2975          Urban             96.37 formerly smoked 24.00           0
## 2976          Rural            114.16    never smoked 28.00           0
## 2977          Rural             93.58          smokes 28.00           0
## 2978          Urban             73.89         Unknown 28.00           0
## 2979          Rural            107.83          smokes 23.00           0
## 2980          Urban            107.21 formerly smoked 27.00           0
## 2981          Rural             99.35          smokes 28.00           0
## 2982          Rural            203.57         Unknown 25.00           0
## 2983          Rural             81.51    never smoked 26.00           0
## 2984          Rural             69.26 formerly smoked 24.00           0
## 2985          Urban            111.47    never smoked 26.00           0
## 2986          Rural             86.09    never smoked 25.00           0
## 2987          Rural             72.94 formerly smoked 27.00           0
## 2988          Urban             76.77         Unknown 24.00           0
## 2989          Rural             60.32    never smoked 25.00           0
## 2990          Rural            133.24    never smoked 26.00           0
## 2991          Rural             65.01 formerly smoked 25.00           0
## 2992          Urban             74.63    never smoked 24.00           0
## 2993          Rural            230.78    never smoked 26.00           0
## 2994          Urban             72.50 formerly smoked 23.00           0
## 2995          Urban             68.48    never smoked 28.00           0
## 2996          Urban             85.03 formerly smoked 28.00           0
## 2997          Urban             80.76          smokes 28.00           0
## 2998          Urban            204.98 formerly smoked 26.00           0
## 2999          Rural             95.36 formerly smoked 25.41           0
## 3000          Urban            110.33         Unknown 23.00           0
## 3001          Urban             89.18 formerly smoked 24.00           0
## 3002          Rural             91.53 formerly smoked 26.00           0
## 3003          Rural             65.16    never smoked 25.00           0
## 3004          Rural             74.53    never smoked 26.00           0
## 3005          Rural             93.29         Unknown 25.00           0
## 3006          Urban            227.89 formerly smoked 28.00           0
## 3007          Urban            121.46         Unknown 27.00           0
## 3008          Rural             69.35    never smoked 24.00           0
## 3009          Rural            216.71    never smoked 27.00           0
## 3010          Rural             74.96         Unknown 25.00           0
## 3011          Rural             75.25          smokes 28.00           0
## 3012          Rural             91.82 formerly smoked 27.00           0
## 3013          Urban             56.37          smokes 27.00           0
## 3014          Rural            149.15         Unknown 25.00           0
## 3015          Urban            202.67 formerly smoked 24.00           0
## 3016          Rural             65.38         Unknown 26.00           0
## 3017          Urban             90.31          smokes 27.00           0
## 3018          Rural            221.80 formerly smoked 25.00           0
## 3019          Rural             73.39         Unknown 25.00           0
## 3020          Urban            147.12 formerly smoked 23.00           0
## 3021          Urban            109.85         Unknown 23.00           0
## 3022          Rural            103.21 formerly smoked 25.00           0
## 3023          Urban             81.25          smokes 28.00           0
## 3024          Urban             84.69    never smoked 28.00           0
## 3025          Rural             87.10          smokes 24.00           0
## 3026          Rural             81.92         Unknown 25.00           0
## 3027          Urban             90.91         Unknown 28.00           0
## 3028          Urban             64.40    never smoked 26.00           0
## 3029          Rural             85.48          smokes 27.00           0
## 3030          Rural             67.29 formerly smoked 23.00           0
## 3031          Urban            124.48         Unknown 24.00           0
## 3032          Urban             62.89         Unknown 27.00           0
## 3033          Urban             87.51 formerly smoked 25.00           0
## 3034          Urban             93.15         Unknown 24.00           0
## 3035          Urban             64.87         Unknown 27.00           0
## 3036          Urban             90.68          smokes 24.00           0
## 3037          Urban            104.64         Unknown 27.00           0
## 3038          Urban             92.44    never smoked 26.00           0
## 3039          Rural            120.46         Unknown 23.00           0
## 3040          Urban             89.87    never smoked 23.50           0
## 3041          Urban            105.28 formerly smoked 28.00           0
## 3042          Rural            131.80    never smoked 25.00           0
## 3043          Rural             66.33         Unknown 27.00           0
## 3044          Rural            101.07         Unknown 23.00           0
## 3045          Rural             83.37 formerly smoked 25.00           0
## 3046          Urban             79.80          smokes 28.00           0
## 3047          Rural            103.17 formerly smoked 26.00           0
## 3048          Urban             62.52    never smoked 23.00           0
## 3049          Urban             75.78          smokes 28.00           0
## 3050          Urban            110.36 formerly smoked 26.00           0
## 3051          Rural            140.07    never smoked 23.00           0
## 3052          Rural             84.86    never smoked 24.00           0
## 3053          Rural            106.85    never smoked 27.00           0
## 3054          Rural            102.07    never smoked 26.00           0
## 3055          Urban            202.38         Unknown 28.00           0
## 3056          Urban             67.07    never smoked 23.00           0
## 3057          Rural             73.70    never smoked 28.00           0
## 3058          Urban             77.59    never smoked 27.00           0
## 3059          Rural             69.16         Unknown 26.00           0
## 3060          Urban             91.44         Unknown 25.00           0
## 3061          Rural            215.81    never smoked 28.00           0
## 3062          Rural             65.40 formerly smoked 26.00           0
## 3063          Urban            139.72    never smoked 25.00           0
## 3064          Urban             72.81         Unknown 24.00           0
## 3065          Urban            149.17    never smoked 23.00           0
## 3066          Urban            125.74         Unknown 28.00           0
## 3067          Urban             90.21    never smoked 26.00           0
## 3068          Urban            139.48 formerly smoked 25.00           0
## 3069          Urban             90.77    never smoked 25.00           0
## 3070          Urban            220.24    never smoked 25.00           0
## 3071          Rural             81.42    never smoked 24.94           0
## 3072          Urban            102.36    never smoked 27.00           0
## 3073          Urban             82.85          smokes 24.00           0
## 3074          Urban            102.11    never smoked 27.00           0
## 3075          Rural            195.61    never smoked 26.00           0
## 3076          Urban             80.92          smokes 26.00           0
## 3077          Rural             71.80    never smoked 28.00           0
## 3078          Urban             88.47    never smoked 27.00           0
## 3079          Urban             67.68 formerly smoked 27.00           0
## 3080          Rural             98.65         Unknown 27.00           0
## 3081          Rural             83.58    never smoked 26.00           0
## 3082          Rural            104.04 formerly smoked 24.00           0
## 3083          Rural             69.40         Unknown 28.00           0
## 3084          Urban            106.22    never smoked 28.00           0
## 3085          Rural            112.46    never smoked 28.00           0
## 3086          Rural             72.42    never smoked 19.23           0
## 3087          Rural             96.73    never smoked 26.00           0
## 3088          Urban            107.40         Unknown 26.00           0
## 3089          Urban            267.61          smokes 23.00           0
## 3090          Rural            109.46    never smoked 27.00           0
## 3091          Rural            120.05         Unknown 24.00           0
## 3092          Rural            106.33         Unknown 26.00           0
## 3093          Urban             97.28         Unknown 23.00           0
## 3094          Rural             83.13          smokes 24.00           0
## 3095          Urban             97.35         Unknown 23.00           0
## 3096          Urban             79.54         Unknown 23.00           0
## 3097          Urban             76.55         Unknown 26.00           0
## 3098          Urban             56.11         Unknown 27.00           0
## 3099          Rural             91.36 formerly smoked 24.00           0
## 3100          Rural             79.27          smokes 27.00           0
## 3101          Urban            113.21          smokes 24.00           0
## 3102          Urban            105.99    never smoked 28.00           0
## 3103          Rural             59.93 formerly smoked 25.00           0
## 3104          Rural             88.83         Unknown 23.00           0
## 3105          Urban             73.37          smokes 23.00           0
## 3106          Urban            115.42          smokes 24.00           0
## 3107          Rural             71.93         Unknown 24.00           0
## 3108          Rural             96.43         Unknown 28.00           0
## 3109          Urban            161.95    never smoked 23.00           0
## 3110          Urban            104.55          smokes 23.00           0
## 3111          Urban             71.25         Unknown 23.00           0
## 3112          Urban            160.87 formerly smoked 26.00           0
## 3113          Urban             82.02          smokes 27.00           0
## 3114          Urban             78.02    never smoked 26.00           0
## 3115          Urban            115.21         Unknown 24.69           0
## 3116          Urban             65.12    never smoked 28.00           0
## 3117          Rural            143.33 formerly smoked 26.00           0
## 3118          Rural             80.55         Unknown 27.00           0
## 3119          Urban             88.20    never smoked 24.00           0
## 3120          Rural            147.42         Unknown 23.00           0
## 3121          Rural             86.53    never smoked 26.00           0
## 3122          Rural             91.95         Unknown 28.00           0
## 3123          Rural             63.72          smokes 23.00           0
## 3124          Rural             63.78    never smoked 23.00           0
## 3125          Urban             55.64    never smoked 24.00           0
## 3126          Urban             88.88    never smoked 25.00           0
## 3127          Urban            114.61 formerly smoked 28.00           0
## 3128          Rural             56.08 formerly smoked 23.00           0
## 3129          Rural             59.62    never smoked 27.00           0
## 3130          Urban             75.85         Unknown 22.33           0
## 3131          Rural            176.71    never smoked 24.00           0
## 3132          Urban             80.07         Unknown 27.00           0
## 3133          Rural             56.33         Unknown 27.00           0
## 3134          Urban             87.16    never smoked 24.00           0
## 3135          Rural            102.46    never smoked 23.00           0
## 3136          Rural             84.10         Unknown 23.00           0
## 3137          Rural            161.00          smokes 26.00           0
## 3138          Urban             70.70         Unknown 27.00           0
## 3139          Rural             81.26         Unknown 26.00           0
## 3140          Rural            157.67 formerly smoked 23.00           0
## 3141          Urban             89.59         Unknown 24.00           0
## 3142          Urban             64.02          smokes 27.00           0
## 3143          Rural            110.69         Unknown 26.00           0
## 3144          Rural             71.97    never smoked 27.00           0
## 3145          Rural             82.07         Unknown 24.00           0
## 3146          Rural             65.07    never smoked 27.00           0
## 3147          Rural            207.62    never smoked 24.00           0
## 3148          Urban            108.64    never smoked 25.00           0
## 3149          Urban            201.58         Unknown 26.00           0
## 3150          Urban            116.20 formerly smoked 27.00           0
## 3151          Rural            231.43          smokes 23.00           0
## 3152          Urban            112.62    never smoked 25.00           0
## 3153          Urban            220.26 formerly smoked 28.00           0
## 3154          Urban             84.37         Unknown 27.00           0
## 3155          Rural             82.83 formerly smoked 27.00           0
## 3156          Urban            102.48 formerly smoked 26.00           0
## 3157          Rural             69.12    never smoked 28.00           0
## 3158          Urban            211.12    never smoked 28.00           0
## 3159          Rural             95.38 formerly smoked 23.00           0
## 3160          Rural            108.72 formerly smoked 23.00           0
## 3161          Rural             88.65    never smoked 28.00           0
## 3162          Urban            177.91         Unknown 24.00           0
## 3163          Urban             90.19         Unknown 24.00           0
## 3164          Rural             73.78          smokes 27.00           0
## 3165          Urban             82.85          smokes 26.00           0
## 3166          Rural             59.48         Unknown 25.00           0
## 3167          Rural             75.77 formerly smoked 26.00           0
## 3168          Rural             80.96 formerly smoked 26.32           0
## 3169          Rural             82.40          smokes 25.27           0
## 3170          Urban             78.93         Unknown 27.00           0
## 3171          Urban             80.59         Unknown 25.00           0
## 3172          Urban             70.59         Unknown 26.00           0
## 3173          Rural             98.57    never smoked 24.00           0
## 3174          Rural             61.87         Unknown 26.00           0
## 3175          Urban             68.88         Unknown 26.00           0
## 3176          Urban             66.25         Unknown 27.00           0
## 3177          Rural             84.18          smokes 23.00           0
## 3178          Rural             69.23          smokes 26.00           0
## 3179          Rural             73.20         Unknown 25.00           0
## 3180          Urban            103.45          smokes 24.00           0
## 3181          Urban            104.86    never smoked 24.00           0
## 3182          Urban             90.30          smokes 23.00           0
## 3183          Rural             90.87    never smoked 25.00           0
## 3184          Rural             76.21         Unknown 23.00           0
## 3185          Rural             74.14 formerly smoked 25.00           0
## 3186          Urban             87.25          smokes 24.00           0
## 3187          Rural            215.33 formerly smoked 27.00           0
## 3188          Urban             88.38          smokes 23.00           0
## 3189          Rural            104.40    never smoked 25.00           0
## 3190          Urban            104.92    never smoked 26.00           0
## 3191          Urban            106.54    never smoked 24.00           0
## 3192          Rural             62.91    never smoked 23.00           0
## 3193          Rural             61.47    never smoked 28.00           0
## 3194          Rural             88.50 formerly smoked 28.00           0
## 3195          Rural            107.61         Unknown 25.00           0
## 3196          Urban             90.77 formerly smoked 28.00           0
## 3197          Urban            137.91    never smoked 27.00           0
## 3198          Rural            212.02         Unknown 24.00           0
## 3199          Urban            228.20    never smoked 25.00           0
## 3200          Urban             92.15    never smoked 25.00           0
## 3201          Urban            126.32         Unknown 28.00           0
## 3202          Rural             94.96 formerly smoked 25.00           0
## 3203          Urban             89.52         Unknown 23.00           0
## 3204          Rural             66.59 formerly smoked 26.00           0
## 3205          Urban             80.10    never smoked 23.00           0
## 3206          Urban             73.72          smokes 24.00           0
## 3207          Urban             90.49 formerly smoked 23.00           0
## 3208          Urban             92.99 formerly smoked 23.00           0
## 3209          Rural             62.57    never smoked 23.00           0
## 3210          Rural             65.51 formerly smoked 28.00           0
## 3211          Urban             95.29          smokes 24.00           0
## 3212          Urban             83.70    never smoked 23.00           0
## 3213          Rural             63.16 formerly smoked 25.00           0
## 3214          Urban             87.77         Unknown 26.00           0
## 3215          Urban             87.23 formerly smoked 26.00           0
## 3216          Urban            260.85         Unknown 27.00           0
## 3217          Rural            104.45    never smoked 27.00           0
## 3218          Urban             87.52         Unknown 23.00           0
## 3219          Rural            113.65    never smoked 28.00           0
## 3220          Rural             65.93    never smoked 26.00           0
## 3221          Urban             93.78    never smoked 23.00           0
## 3222          Rural            223.90 formerly smoked 26.00           0
## 3223          Urban             77.54         Unknown 23.00           0
## 3224          Urban             93.18 formerly smoked 27.00           0
## 3225          Rural            169.74    never smoked 25.00           0
## 3226          Urban            101.93         Unknown 23.00           0
## 3227          Urban            125.03         Unknown 23.00           0
## 3228          Urban             82.25 formerly smoked 24.00           0
## 3229          Urban             85.81 formerly smoked 25.00           0
## 3230          Rural             85.27    never smoked 28.77           0
## 3231          Urban             86.06    never smoked 26.00           0
## 3232          Urban            104.36          smokes 28.00           0
## 3233          Urban             78.29 formerly smoked 27.00           0
## 3234          Urban             93.55         Unknown 27.00           0
## 3235          Rural            207.96 formerly smoked 26.76           0
## 3236          Rural            105.52    never smoked 28.00           0
## 3237          Rural            109.27 formerly smoked 25.00           0
## 3238          Urban             91.34    never smoked 28.00           0
## 3239          Rural            176.78    never smoked 28.00           0
## 3240          Rural             67.73    never smoked 28.00           0
## 3241          Rural             73.27         Unknown 23.00           0
## 3242          Rural             70.29 formerly smoked 25.00           0
## 3243          Rural             91.47         Unknown 23.00           0
## 3244          Urban            205.01 formerly smoked 26.00           0
## 3245          Rural             73.87         Unknown 24.00           0
## 3246          Rural             64.44 formerly smoked 26.00           0
## 3247          Rural            111.65 formerly smoked 26.00           0
## 3248          Rural             90.65 formerly smoked 23.00           0
## 3249          Urban             94.20          smokes 24.00           0
## 3250          Urban             56.95         Unknown 23.00           0
## 3251          Rural             92.37    never smoked 26.00           0
## 3252          Rural            127.23         Unknown 28.00           0
## 3253          Rural            191.78         Unknown 28.00           0
## 3254          Rural             86.36          smokes 24.00           0
## 3255          Urban             82.72          smokes 28.00           0
## 3256          Urban            113.57 formerly smoked 20.87           0
## 3257          Urban             89.58         Unknown 24.00           0
## 3258          Rural             91.85 formerly smoked 28.00           0
## 3259          Urban             88.89    never smoked 25.00           0
## 3260          Urban             79.55    never smoked 23.00           0
## 3261          Urban            108.62         Unknown 23.00           0
## 3262          Urban             78.24         Unknown 27.00           0
## 3263          Rural             88.49          smokes 24.00           0
## 3264          Rural             91.85 formerly smoked 23.00           0
## 3265          Rural             72.01 formerly smoked 26.00           0
## 3266          Rural             81.96    never smoked 28.00           0
## 3267          Urban             70.56          smokes 23.00           0
## 3268          Urban             71.02    never smoked 28.00           0
## 3269          Rural             99.75         Unknown 25.00           0
## 3270          Urban            127.20    never smoked 26.00           0
## 3271          Rural             69.76          smokes 24.00           0
## 3272          Rural             74.63 formerly smoked 26.00           0
## 3273          Rural            102.27 formerly smoked 23.00           0
## 3274          Rural             73.56          smokes 27.00           0
## 3275          Urban             57.77 formerly smoked 25.46           0
## 3276          Urban            151.25    never smoked 23.00           0
## 3277          Urban             78.32         Unknown 24.00           0
## 3278          Rural             71.50    never smoked 28.00           0
## 3279          Urban             84.70    never smoked 24.00           0
## 3280          Urban            127.28         Unknown 23.00           0
## 3281          Rural             80.72         Unknown 23.00           0
## 3282          Rural             73.92         Unknown 28.00           0
## 3283          Urban             93.24         Unknown 25.00           0
## 3284          Urban             72.60    never smoked 26.00           0
## 3285          Rural             69.77    never smoked 26.00           0
## 3286          Urban             84.43          smokes 23.00           0
## 3287          Rural             84.13    never smoked 25.00           0
## 3288          Rural             81.54 formerly smoked 26.00           0
## 3289          Rural             57.17 formerly smoked 26.00           0
## 3290          Rural             86.15    never smoked 27.00           0
## 3291          Rural            163.02    never smoked 28.00           0
## 3292          Urban            110.41    never smoked 25.00           0
## 3293          Rural            102.58    never smoked 27.00           0
## 3294          Urban             90.97         Unknown 28.00           0
## 3295          Rural            140.96          smokes 25.00           0
## 3296          Rural             70.33         Unknown 26.53           0
## 3297          Rural             64.18    never smoked 26.00           0
## 3298          Rural            127.57    never smoked 26.00           0
## 3299          Urban            109.23    never smoked 25.00           0
## 3300          Urban            124.49    never smoked 25.00           0
## 3301          Rural            142.82    never smoked 26.00           0
## 3302          Rural             75.69         Unknown 28.00           0
## 3303          Urban             74.08         Unknown 27.00           0
## 3304          Urban             75.98         Unknown 34.84           0
## 3305          Rural             57.80         Unknown 28.00           0
## 3306          Urban             76.44         Unknown 28.00           0
## 3307          Urban            214.43          smokes 24.00           0
## 3308          Urban             79.03         Unknown 26.00           0
## 3309          Urban             66.46 formerly smoked 26.00           0
## 3310          Urban             56.42    never smoked 23.00           0
## 3311          Rural            112.72         Unknown 24.00           0
## 3312          Urban            114.02         Unknown 27.00           0
## 3313          Urban             72.33          smokes 23.00           0
## 3314          Rural             55.59         Unknown 26.10           0
## 3315          Rural             73.48    never smoked 24.00           0
## 3316          Urban            105.05         Unknown 26.00           0
## 3317          Urban             84.78 formerly smoked 27.00           0
## 3318          Rural            164.77    never smoked 24.00           0
## 3319          Rural            220.64    never smoked 25.00           0
## 3320          Urban            159.39         Unknown 27.00           0
## 3321          Urban             69.53    never smoked 28.00           0
## 3322          Urban             81.42         Unknown 26.00           0
## 3323          Urban             83.93 formerly smoked 24.00           0
## 3324          Rural             98.90         Unknown 26.00           0
## 3325          Urban             82.64         Unknown 28.00           0
## 3326          Rural            112.54 formerly smoked 25.00           0
## 3327          Rural             75.25 formerly smoked 27.00           0
## 3328          Urban            204.77    never smoked 26.00           0
## 3329          Urban             63.86          smokes 27.00           0
## 3330          Rural             72.20         Unknown 24.00           0
## 3331          Urban             80.08    never smoked 24.00           0
## 3332          Urban            101.61         Unknown 26.00           0
## 3333          Urban            114.32         Unknown 24.00           0
## 3334          Rural             80.82    never smoked 27.00           0
## 3335          Rural             90.60    never smoked 26.00           0
## 3336          Rural             93.67         Unknown 25.00           0
## 3337          Rural             87.15    never smoked 27.00           0
## 3338          Urban             80.72          smokes 23.00           0
## 3339          Urban             83.16         Unknown 27.00           0
## 3340          Rural             98.14         Unknown 25.00           0
## 3341          Urban             83.13         Unknown 25.00           0
## 3342          Rural            134.24         Unknown 23.00           0
## 3343          Urban            248.37          smokes 27.00           0
## 3344          Rural             61.75         Unknown 28.00           0
## 3345          Urban             70.55         Unknown 28.00           0
## 3346          Rural            124.38 formerly smoked 25.33           0
## 3347          Rural             92.21    never smoked 27.00           0
## 3348          Urban            148.72    never smoked 23.00           0
## 3349          Urban             79.25         Unknown 25.40           0
## 3350          Urban             82.09          smokes 26.72           0
## 3351          Urban            194.53    never smoked 25.00           0
## 3352          Rural             98.84         Unknown 23.85           0
## 3353          Rural            135.74 formerly smoked 25.00           0
## 3354          Rural             66.55         Unknown 25.00           0
## 3355          Urban            115.69    never smoked 24.00           0
## 3356          Rural             67.76    never smoked 25.00           0
## 3357          Rural             88.65 formerly smoked 28.00           0
## 3358          Rural            106.11         Unknown 28.00           0
## 3359          Rural             95.49         Unknown 23.00           0
## 3360          Urban             59.07    never smoked 25.00           0
## 3361          Urban            228.92 formerly smoked 23.00           0
## 3362          Rural             62.89         Unknown 27.00           0
## 3363          Rural             96.84         Unknown 23.00           0
## 3364          Rural             81.25          smokes 23.00           0
## 3365          Urban             92.71 formerly smoked 24.00           0
## 3366          Rural             85.59         Unknown 24.00           0
## 3367          Urban             89.06    never smoked 24.00           0
## 3368          Urban             87.44         Unknown 28.00           0
## 3369          Urban             64.07         Unknown 26.00           0
## 3370          Urban             79.39 formerly smoked 28.00           0
## 3371          Rural             67.84         Unknown 26.00           0
## 3372          Rural             81.73    never smoked 28.00           0
## 3373          Urban            105.52 formerly smoked 25.00           0
## 3374          Rural             77.55         Unknown 28.00           0
## 3375          Urban            127.42         Unknown 25.00           0
## 3376          Urban            227.68    never smoked 30.51           0
## 3377          Rural            226.73    never smoked 28.00           0
## 3378          Urban             89.74    never smoked 23.00           0
## 3379          Rural            219.17    never smoked 26.00           0
## 3380          Urban             74.85 formerly smoked 24.00           0
## 3381          Urban             55.96    never smoked 27.00           0
## 3382          Urban            215.92          smokes 25.00           0
## 3383          Urban             84.40          smokes 23.00           0
## 3384          Urban            104.05    never smoked 27.00           0
## 3385          Urban             62.54          smokes 24.00           0
## 3386          Rural             87.54         Unknown 28.00           0
## 3387          Urban             76.81          smokes 26.00           0
## 3388          Rural            198.12    never smoked 26.00           0
## 3389          Rural             78.00 formerly smoked 26.00           0
## 3390          Urban             79.44    never smoked 28.00           0
## 3391          Rural             75.82    never smoked 27.00           0
## 3392          Urban            240.86    never smoked 28.00           0
## 3393          Urban             89.28         Unknown 25.00           0
## 3394          Rural            263.56    never smoked 27.00           0
## 3395          Urban             81.13    never smoked 25.00           0
## 3396          Urban            118.44    never smoked 25.00           0
## 3397          Rural             97.37          smokes 24.00           0
## 3398          Urban             80.51         Unknown 27.00           0
## 3399          Rural             78.88    never smoked 25.71           0
## 3400          Rural             83.61          smokes 28.00           0
## 3401          Urban             73.19    never smoked 24.00           0
## 3402          Urban             68.91         Unknown 25.00           0
## 3403          Rural            104.30         Unknown 24.00           0
## 3404          Urban             87.87    never smoked 24.00           0
## 3405          Urban             96.70         Unknown 27.00           0
## 3406          Rural             91.05 formerly smoked 24.00           0
## 3407          Rural            200.14          smokes 25.00           0
## 3408          Urban             73.04    never smoked 23.00           0
## 3409          Rural             85.81    never smoked 27.00           0
## 3410          Urban             65.41          smokes 23.00           0
## 3411          Rural            108.68    never smoked 27.00           0
## 3412          Rural             88.79    never smoked 26.00           0
## 3413          Rural            107.82    never smoked 26.00           0
## 3414          Urban             97.39    never smoked 28.00           0
## 3415          Urban            141.09         Unknown 24.00           0
## 3416          Urban            122.38         Unknown 28.00           0
## 3417          Urban             77.91 formerly smoked 23.00           0
## 3418          Rural            103.60    never smoked 23.00           0
## 3419          Rural            159.70         Unknown 26.00           0
## 3420          Rural            118.22 formerly smoked 27.00           0
## 3421          Urban             84.50         Unknown 28.00           0
## 3422          Rural             85.59    never smoked 27.00           0
## 3423          Rural             84.42         Unknown 28.00           0
## 3424          Rural            100.98         Unknown 26.00           0
## 3425          Rural             81.11 formerly smoked 26.00           0
## 3426          Rural            235.45 formerly smoked 24.48           0
## 3427          Rural             79.20    never smoked 26.00           0
## 3428          Urban            207.71         Unknown 28.00           0
## 3429          Rural             99.84    never smoked 23.00           0
## 3430          Rural             98.05    never smoked 24.00           0
## 3431          Rural            105.90         Unknown 26.00           0
## 3432          Rural            107.55         Unknown 28.00           0
## 3433          Urban            146.21         Unknown 24.00           0
## 3434          Urban             79.94    never smoked 23.00           0
## 3435          Rural             72.28         Unknown 28.00           0
## 3436          Rural            123.10         Unknown 27.00           0
## 3437          Rural             67.06          smokes 28.00           0
## 3438          Rural             82.68    never smoked 27.00           0
## 3439          Rural            125.89    never smoked 28.00           0
## 3440          Urban            228.05         Unknown 23.00           0
## 3441          Urban             98.23         Unknown 23.00           0
## 3442          Urban             90.06          smokes 25.00           0
## 3443          Urban            119.90          smokes 27.00           0
## 3444          Urban             94.53    never smoked 24.00           0
## 3445          Urban             64.66 formerly smoked 24.00           0
## 3446          Urban            103.79    never smoked 28.00           0
## 3447          Urban             88.51    never smoked 25.00           0
## 3448          Rural             97.26         Unknown 28.00           0
## 3449          Urban             92.59    never smoked 23.00           0
## 3450          Rural            102.89    never smoked 28.00           0
## 3451          Rural             92.26 formerly smoked 25.00           0
## 3452          Rural             80.00    never smoked 24.00           0
## 3453          Urban             56.75    never smoked 28.38           0
## 3454          Urban            104.66    never smoked 27.00           0
## 3455          Rural             60.39         Unknown 25.00           0
## 3456          Urban            223.14    never smoked 25.00           0
## 3457          Urban            105.51    never smoked 25.00           0
## 3458          Urban             83.42    never smoked 27.00           0
## 3459          Urban             71.06         Unknown 23.00           0
## 3460          Urban            101.24    never smoked 24.00           0
## 3461          Urban             91.19    never smoked 28.00           0
## 3462          Urban            174.43    never smoked 24.00           0
## 3463          Urban            214.51 formerly smoked 23.00           0
## 3464          Rural             72.64    never smoked 24.00           0
## 3465          Urban             62.69         Unknown 23.00           0
## 3466          Rural            141.16    never smoked 27.00           0
## 3467          Rural             89.61    never smoked 23.00           0
## 3468          Rural             76.42          smokes 25.00           0
## 3469          Rural            124.38    never smoked 27.00           0
## 3470          Urban            111.81 formerly smoked 24.00           0
## 3471          Rural             57.57         Unknown 25.00           0
## 3472          Urban             77.82 formerly smoked 28.00           0
## 3473          Urban             60.09         Unknown 24.00           0
## 3474          Urban             91.02    never smoked 24.00           0
## 3475          Rural             65.46 formerly smoked 24.00           0
## 3476          Rural            131.19          smokes 25.00           0
## 3477          Rural             79.89          smokes 28.00           0
## 3478          Urban             74.54         Unknown 27.00           0
## 3479          Urban            231.31    never smoked 24.00           0
## 3480          Urban             91.57 formerly smoked 28.00           0
## 3481          Urban            238.78 formerly smoked 26.00           0
## 3482          Rural             87.18 formerly smoked 25.00           0
## 3483          Rural             78.94         Unknown 24.00           0
## 3484          Rural             69.01         Unknown 23.00           0
## 3485          Rural            110.28    never smoked 27.00           0
## 3486          Urban             71.66    never smoked 25.00           0
## 3487          Urban             62.57         Unknown 28.00           0
## 3488          Urban             83.64          smokes 28.30           0
## 3489          Urban            107.18         Unknown 28.00           0
## 3490          Rural            233.59    never smoked 26.00           0
## 3491          Urban             84.88 formerly smoked 26.00           0
## 3492          Rural             97.95         Unknown 27.00           0
## 3493          Rural             58.19         Unknown 28.00           0
## 3494          Rural             70.11    never smoked 27.00           0
## 3495          Urban            112.77          smokes 27.00           0
## 3496          Urban             75.46 formerly smoked 28.00           0
## 3497          Urban             63.63          smokes 28.00           0
## 3498          Urban            100.22          smokes 28.00           0
## 3499          Rural             81.77    never smoked 23.00           0
## 3500          Rural             94.25    never smoked 25.00           0
## 3501          Rural            188.13 formerly smoked 28.00           0
## 3502          Rural            164.70         Unknown 26.00           0
## 3503          Rural             68.27         Unknown 25.00           0
## 3504          Rural             79.81 formerly smoked 23.00           0
## 3505          Rural            100.12 formerly smoked 25.00           0
## 3506          Urban            151.23    never smoked 25.00           0
## 3507          Rural            112.41    never smoked 26.00           0
## 3508          Urban            205.97 formerly smoked 27.00           0
## 3509          Urban            112.19    never smoked 25.00           0
## 3510          Rural             71.93    never smoked 23.00           0
## 3511          Urban            190.89    never smoked 23.00           0
## 3512          Urban            138.02          smokes 27.00           0
## 3513          Rural             66.16         Unknown 24.00           0
## 3514          Rural            105.73          smokes 28.00           0
## 3515          Rural             78.34         Unknown 23.00           0
## 3516          Urban            102.10 formerly smoked 24.00           0
## 3517          Urban             97.37          smokes 26.00           0
## 3518          Urban            193.87         Unknown 26.00           0
## 3519          Rural             78.32         Unknown 26.00           0
## 3520          Rural            130.00 formerly smoked 24.00           0
## 3521          Urban             74.00         Unknown 28.00           0
## 3522          Rural            111.04    never smoked 24.00           0
## 3523          Urban            214.77 formerly smoked 26.00           0
## 3524          Rural             97.25    never smoked 24.00           0
## 3525          Urban             79.95    never smoked 23.00           0
## 3526          Urban            162.24          smokes 25.00           0
## 3527          Urban             74.36         Unknown 26.00           0
## 3528          Urban             69.68         Unknown 23.00           0
## 3529          Urban             98.35    never smoked 26.00           0
## 3530          Urban             75.73    never smoked 28.00           0
## 3531          Rural             85.86         Unknown 24.00           0
## 3532          Urban             80.34    never smoked 23.00           0
## 3533          Rural             73.76         Unknown 26.00           0
## 3534          Rural             94.96    never smoked 23.06           0
## 3535          Urban            108.18    never smoked 25.00           0
## 3536          Rural             85.23         Unknown 27.00           0
## 3537          Rural            189.88    never smoked 28.00           0
## 3538          Urban            197.11    never smoked 18.99           0
## 3539          Rural            100.08          smokes 27.00           0
## 3540          Rural             68.62         Unknown 26.00           0
## 3541          Rural             84.07          smokes 27.00           0
## 3542          Rural             99.65    never smoked 28.00           0
## 3543          Urban             82.33    never smoked 26.00           0
## 3544          Urban             94.49         Unknown 24.00           0
## 3545          Rural            108.71    never smoked 24.00           0
## 3546          Urban             64.94    never smoked 25.00           0
## 3547          Urban             98.22         Unknown 23.00           0
## 3548          Urban             83.50    never smoked 28.00           0
## 3549          Rural            192.47    never smoked 28.00           0
## 3550          Urban            125.89          smokes 27.00           0
## 3551          Urban             87.72    never smoked 25.00           0
## 3552          Rural             68.94    never smoked 26.00           0
## 3553          Rural             66.51         Unknown 23.00           0
## 3554          Urban             85.82 formerly smoked 23.00           0
## 3555          Rural             87.47    never smoked 27.00           0
## 3556          Urban             87.74         Unknown 27.00           0
## 3557          Rural             85.12    never smoked 26.00           0
## 3558          Urban            103.37 formerly smoked 25.00           0
## 3559          Rural             81.68    never smoked 26.00           0
## 3560          Urban             76.51    never smoked 23.00           0
## 3561          Rural            110.17         Unknown 28.00           0
## 3562          Rural             65.12          smokes 25.00           0
## 3563          Rural             76.66         Unknown 28.00           0
## 3564          Rural            109.88         Unknown 24.00           0
## 3565          Urban            199.38         Unknown 23.00           0
## 3566          Urban             65.77    never smoked 23.00           0
## 3567          Rural             55.72    never smoked 23.00           0
## 3568          Urban             75.67    never smoked 27.00           0
## 3569          Rural             88.18          smokes 27.00           0
## 3570          Rural             95.94    never smoked 26.00           0
## 3571          Urban             86.93    never smoked 28.00           0
## 3572          Urban             85.17    never smoked 23.00           0
## 3573          Urban            111.10    never smoked 25.00           0
## 3574          Rural             92.00         Unknown 21.51           0
## 3575          Urban             97.47 formerly smoked 26.00           0
## 3576          Urban             79.21         Unknown 28.00           0
## 3577          Rural             83.97 formerly smoked 23.00           0
## 3578          Urban             98.55    never smoked 27.00           0
## 3579          Rural            202.98    never smoked 25.00           0
## 3580          Urban             60.70    never smoked 27.00           0
## 3581          Urban             92.22    never smoked 24.00           0
## 3582          Rural             79.94         Unknown 25.00           0
## 3583          Rural             83.68         Unknown 26.00           0
## 3584          Urban             69.92 formerly smoked 26.00           0
## 3585          Rural            136.96         Unknown 28.00           0
## 3586          Rural             95.32    never smoked 26.00           0
## 3587          Rural            107.78    never smoked 27.00           0
## 3588          Urban            198.32 formerly smoked 26.00           0
## 3589          Urban            100.16    never smoked 27.00           0
## 3590          Urban             96.02    never smoked 27.00           0
## 3591          Rural            112.69 formerly smoked 27.00           0
## 3592          Urban             60.61    never smoked 28.00           0
## 3593          Urban             79.77    never smoked 26.00           0
## 3594          Urban             87.41 formerly smoked 27.00           0
## 3595          Rural            226.38    never smoked 28.00           0
## 3596          Rural            124.64          smokes 23.00           0
## 3597          Urban             69.42    never smoked 25.00           0
## 3598          Urban             77.68    never smoked 26.00           0
## 3599          Rural            112.79    never smoked 24.80           0
## 3600          Rural            236.79 formerly smoked 25.00           0
## 3601          Rural            219.82 formerly smoked 24.00           0
## 3602          Urban             82.05         Unknown 23.00           0
## 3603          Rural            104.08    never smoked 24.00           0
## 3604          Urban            101.57          smokes 28.00           0
## 3605          Rural             71.32          smokes 26.00           0
## 3606          Rural            143.97         Unknown 24.00           0
## 3607          Rural            239.19         Unknown 27.00           0
## 3608          Rural             78.45 formerly smoked 43.67           0
## 3609          Rural             61.11    never smoked 26.00           0
## 3610          Urban             87.29         Unknown 26.00           0
## 3611          Rural             82.49         Unknown 20.88           0
## 3612          Urban             83.15         Unknown 25.00           0
## 3613          Rural             83.26    never smoked 23.00           0
## 3614          Urban             78.70 formerly smoked 28.00           0
## 3615          Urban            111.94          smokes 26.00           0
## 3616          Rural            104.77          smokes 27.00           0
## 3617          Urban            104.26         Unknown 23.00           0
## 3618          Rural            113.84    never smoked 27.00           0
## 3619          Urban            114.71         Unknown 28.00           0
## 3620          Urban             61.54         Unknown 23.00           0
## 3621          Rural            133.62    never smoked 24.00           0
## 3622          Rural            111.96    never smoked 28.00           0
## 3623          Urban            112.44         Unknown 28.00           0
## 3624          Urban            123.61         Unknown 24.00           0
## 3625          Urban             84.68         Unknown 23.00           0
## 3626          Rural            206.62 formerly smoked 28.00           0
## 3627          Rural            114.54         Unknown 23.00           0
## 3628          Rural            216.88          smokes 25.00           0
## 3629          Urban            110.38    never smoked 23.00           0
## 3630          Urban             99.23          smokes 27.00           0
## 3631          Rural            204.92    never smoked 24.00           0
## 3632          Urban             56.74    never smoked 25.00           0
## 3633          Rural             68.35         Unknown 23.00           0
## 3634          Urban             83.52         Unknown 25.00           0
## 3635          Urban             59.74 formerly smoked 24.00           0
## 3636          Rural             81.59    never smoked 25.00           0
## 3637          Rural            123.83    never smoked 23.00           0
## 3638          Urban            226.84 formerly smoked 23.00           0
## 3639          Rural             93.20         Unknown 24.00           0
## 3640          Rural             85.84    never smoked 24.00           0
## 3641          Urban             74.64         Unknown 26.92           0
## 3642          Urban             80.17    never smoked 27.00           0
## 3643          Urban             85.03 formerly smoked 23.00           0
## 3644          Urban            234.35 formerly smoked 28.00           0
## 3645          Urban            116.25 formerly smoked 24.00           0
## 3646          Urban             66.55          smokes 28.00           0
## 3647          Urban             88.38    never smoked 26.00           0
## 3648          Urban             81.05         Unknown 27.00           0
## 3649          Urban             68.40    never smoked 27.00           0
## 3650          Urban             96.95    never smoked 25.00           0
## 3651          Rural             66.24    never smoked 25.00           0
## 3652          Rural             91.81         Unknown 27.00           0
## 3653          Urban             84.86    never smoked 28.77           0
## 3654          Rural            118.88    never smoked 26.00           0
## 3655          Urban             85.91         Unknown 24.00           0
## 3656          Rural            115.40         Unknown 28.00           0
## 3657          Rural             75.34    never smoked 25.00           0
## 3658          Rural            100.19         Unknown 26.00           0
## 3659          Urban            200.73 formerly smoked 25.00           0
## 3660          Urban            114.09    never smoked 26.00           0
## 3661          Urban             67.30    never smoked 24.00           0
## 3662          Rural             96.91         Unknown 24.00           0
## 3663          Rural            116.20         Unknown 28.00           0
## 3664          Rural             72.54    never smoked 27.00           0
## 3665          Rural             96.01         Unknown 23.23           0
## 3666          Urban             89.16    never smoked 26.00           0
## 3667          Rural            108.64    never smoked 25.00           0
## 3668          Rural             83.66    never smoked 27.00           0
## 3669          Rural             81.21    never smoked 23.00           0
## 3670          Urban             86.96    never smoked 25.00           0
## 3671          Rural             92.95    never smoked 25.00           0
## 3672          Urban             95.86         Unknown 28.00           0
## 3673          Rural             85.52    never smoked 28.00           0
## 3674          Rural            159.39    never smoked 27.00           0
## 3675          Urban            202.51 formerly smoked 25.00           0
## 3676          Rural             82.24 formerly smoked 29.29           0
## 3677          Rural            109.81         Unknown 28.00           0
## 3678          Rural             91.85 formerly smoked 26.00           0
## 3679          Rural            123.49         Unknown 25.00           0
## 3680          Rural            105.49          smokes 23.00           0
## 3681          Urban            101.53 formerly smoked 25.00           0
## 3682          Urban             89.45         Unknown 28.00           0
## 3683          Urban            126.04    never smoked 26.00           0
## 3684          Rural             95.49         Unknown 24.00           0
## 3685          Rural             89.38         Unknown 23.00           0
## 3686          Urban             82.30         Unknown 25.00           0
## 3687          Urban            218.00         Unknown 28.00           0
## 3688          Urban             79.70    never smoked 25.00           0
## 3689          Rural            209.15 formerly smoked 25.00           0
## 3690          Rural             70.22 formerly smoked 24.00           0
## 3691          Rural             83.57    never smoked 23.00           0
## 3692          Urban             60.60          smokes 24.00           0
## 3693          Urban             97.24         Unknown 23.00           0
## 3694          Rural            162.72          smokes 24.00           0
## 3695          Urban             73.27          smokes 24.00           0
## 3696          Urban             92.62         Unknown 25.00           0
## 3697          Urban             90.00    never smoked 27.00           0
## 3698          Rural             78.28 formerly smoked 26.00           0
## 3699          Rural             87.81          smokes 28.00           0
## 3700          Urban            202.66    never smoked 28.00           0
## 3701          Rural            196.50    never smoked 27.00           0
## 3702          Urban            142.31          smokes 25.00           0
## 3703          Rural             94.96          smokes 27.00           0
## 3704          Rural             83.78    never smoked 23.00           0
## 3705          Urban             86.10         Unknown 23.05           0
## 3706          Rural             74.50         Unknown 26.00           0
## 3707          Urban             66.96    never smoked 28.00           0
## 3708          Rural             76.70 formerly smoked 26.00           0
## 3709          Rural            103.12 formerly smoked 23.00           0
## 3710          Urban             84.03    never smoked 28.00           0
## 3711          Rural             74.15 formerly smoked 26.00           0
## 3712          Rural             73.29    never smoked 27.00           0
## 3713          Urban            115.16         Unknown 26.00           0
## 3714          Urban             83.55         Unknown 23.00           0
## 3715          Urban             61.53         Unknown 24.00           0
## 3716          Rural            100.74         Unknown 23.00           0
## 3717          Urban             59.31          smokes 27.00           0
## 3718          Urban             63.22 formerly smoked 28.00           0
## 3719          Urban            209.50    never smoked 25.00           0
## 3720          Urban             64.51         Unknown 25.00           0
## 3721          Rural             90.07    never smoked 24.00           0
## 3722          Urban            113.95         Unknown 25.00           0
## 3723          Rural            119.32         Unknown 24.00           0
## 3724          Rural             99.12 formerly smoked 26.00           0
## 3725          Rural            152.84         Unknown 24.00           0
## 3726          Rural             78.23    never smoked 26.00           0
## 3727          Urban             68.80         Unknown 23.00           0
## 3728          Urban             76.05         Unknown 25.00           0
## 3729          Rural            116.49    never smoked 23.00           0
## 3730          Rural             99.91         Unknown 24.00           0
## 3731          Urban             76.10          smokes 25.00           0
## 3732          Rural            121.99         Unknown 26.00           0
## 3733          Rural            116.21          smokes 26.00           0
## 3734          Urban             55.28         Unknown 28.00           0
## 3735          Rural            219.81         Unknown 28.00           0
## 3736          Rural            103.73    never smoked 25.00           0
## 3737          Urban            153.08         Unknown 26.00           0
## 3738          Rural             98.69         Unknown 26.00           0
## 3739          Rural             94.11 formerly smoked 20.30           0
## 3740          Rural            117.03    never smoked 25.00           0
## 3741          Urban             91.35    never smoked 23.00           0
## 3742          Rural             82.48         Unknown 28.00           0
## 3743          Rural             99.76 formerly smoked 24.00           0
## 3744          Urban            111.10          smokes 28.00           0
## 3745          Rural            122.25    never smoked 23.00           0
## 3746          Urban             84.19    never smoked 25.00           0
## 3747          Urban             84.60         Unknown 28.00           0
## 3748          Urban            126.35    never smoked 27.00           0
## 3749          Urban             87.50 formerly smoked 25.00           0
## 3750          Rural             77.52    never smoked 25.00           0
## 3751          Rural            133.13         Unknown 27.00           0
## 3752          Urban             96.10    never smoked 25.00           0
## 3753          Urban            108.61          smokes 23.00           0
## 3754          Rural            205.23    never smoked 25.00           0
## 3755          Rural             76.74         Unknown 26.00           0
## 3756          Urban            138.55    never smoked 26.00           0
## 3757          Urban            234.27    never smoked 23.00           0
## 3758          Urban             75.16    never smoked 23.00           0
## 3759          Rural             77.08         Unknown 25.00           0
## 3760          Urban            101.19    never smoked 25.00           0
## 3761          Urban            107.74    never smoked 24.00           0
## 3762          Rural             62.32         Unknown 26.00           0
## 3763          Urban             56.32         Unknown 23.00           0
## 3764          Rural            131.28    never smoked 27.00           0
## 3765          Urban             67.02          smokes 28.00           0
## 3766          Rural             76.72         Unknown 26.00           0
## 3767          Urban            125.98          smokes 27.00           0
## 3768          Urban             72.09          smokes 28.00           0
## 3769          Urban             88.05         Unknown 25.00           0
## 3770          Urban             55.47          smokes 28.00           0
## 3771          Rural            145.94         Unknown 28.00           0
## 3772          Rural            239.21 formerly smoked 22.85           0
## 3773          Rural            196.08 formerly smoked 31.69           0
## 3774          Rural             93.93    never smoked 25.00           0
## 3775          Urban             76.74         Unknown 26.00           0
## 3776          Urban             83.74         Unknown 23.00           0
## 3777          Urban            119.58         Unknown 25.00           0
## 3778          Rural             68.66    never smoked 28.00           0
## 3779          Urban             65.79          smokes 23.00           0
## 3780          Urban            176.38    never smoked 23.00           0
## 3781          Urban            175.74         Unknown 22.70           0
## 3782          Urban            193.45    never smoked 26.56           0
## 3783          Rural             85.84    never smoked 29.34           0
## 3784          Rural             93.85 formerly smoked 28.00           0
## 3785          Rural             86.21    never smoked 28.00           0
## 3786          Rural             75.41         Unknown 27.00           0
## 3787          Rural             95.28         Unknown 29.07           0
## 3788          Urban             95.87    never smoked 24.00           0
## 3789          Urban            180.45    never smoked 24.00           0
## 3790          Urban             95.39         Unknown 24.00           0
## 3791          Rural             60.77          smokes 24.00           0
## 3792          Urban            102.84    never smoked 26.00           0
## 3793          Urban            130.37         Unknown 27.00           0
## 3794          Urban             65.44    never smoked 23.00           0
## 3795          Rural             79.84    never smoked 26.00           0
## 3796          Rural             62.61    never smoked 25.00           0
## 3797          Urban             70.07 formerly smoked 22.16           0
## 3798          Rural            108.80         Unknown 24.00           0
## 3799          Urban            112.11         Unknown 26.00           0
## 3800          Rural             92.35    never smoked 27.00           0
## 3801          Urban             76.57         Unknown 25.00           0
## 3802          Urban             69.50    never smoked 24.00           0
## 3803          Rural            219.38    never smoked 28.00           0
## 3804          Rural             69.48    never smoked 26.00           0
## 3805          Urban             89.18          smokes 23.00           0
## 3806          Urban             68.09          smokes 25.00           0
## 3807          Rural             92.71         Unknown 26.00           0
## 3808          Rural             56.21         Unknown 26.00           0
## 3809          Rural             72.08 formerly smoked 25.00           0
## 3810          Urban             82.56         Unknown 27.00           0
## 3811          Urban             78.24         Unknown 24.00           0
## 3812          Rural             84.66    never smoked 28.00           0
## 3813          Urban             90.35         Unknown 27.00           0
## 3814          Rural             68.12         Unknown 27.00           0
## 3815          Rural             59.14    never smoked 27.00           0
## 3816          Urban             85.64 formerly smoked 27.00           0
## 3817          Rural             56.08         Unknown 24.00           0
## 3818          Rural             99.00    never smoked 26.00           0
## 3819          Urban             93.60          smokes 19.63           0
## 3820          Urban            105.75         Unknown 25.00           0
## 3821          Urban            114.09    never smoked 25.31           0
## 3822          Urban             57.42          smokes 26.00           0
## 3823          Urban            100.01    never smoked 24.00           0
## 3824          Urban             62.00 formerly smoked 24.00           0
## 3825          Rural            103.61    never smoked 24.00           0
## 3826          Rural            118.46          smokes 23.00           0
## 3827          Rural             94.77    never smoked 23.00           0
## 3828          Urban             72.12    never smoked 26.00           0
## 3829          Rural            155.23    never smoked 26.00           0
## 3830          Urban             90.60         Unknown 25.00           0
## 3831          Urban             81.92    never smoked 27.00           0
## 3832          Rural             67.10    never smoked 28.00           0
## 3833          Rural             58.01    never smoked 23.00           0
## 3834          Rural            173.90    never smoked 28.00           0
## 3835          Rural            106.27    never smoked 28.00           0
## 3836          Rural             60.57         Unknown 26.00           0
## 3837          Urban            105.34         Unknown 24.00           0
## 3838          Rural             96.28    never smoked 27.00           0
## 3839          Urban            122.73 formerly smoked 27.00           0
## 3840          Urban            104.12         Unknown 25.00           0
## 3841          Urban             69.74 formerly smoked 26.00           0
## 3842          Rural            106.95         Unknown 28.00           0
## 3843          Urban             94.63    never smoked 23.00           0
## 3844          Urban             86.97         Unknown 23.00           0
## 3845          Rural             76.12         Unknown 23.00           0
## 3846          Urban             99.94    never smoked 23.00           0
## 3847          Urban             91.53         Unknown 28.00           0
## 3848          Rural            145.46    never smoked 27.00           0
## 3849          Urban             74.86    never smoked 26.00           0
## 3850          Urban             74.42         Unknown 26.00           0
## 3851          Urban             70.07          smokes 26.00           0
## 3852          Urban             89.85         Unknown 23.00           0
## 3853          Rural            104.21    never smoked 27.00           0
## 3854          Rural            157.77    never smoked 23.00           0
## 3855          Urban            101.81          smokes 28.00           0
## 3856          Rural            103.00         Unknown 28.00           0
## 3857          Urban            101.85          smokes 25.00           0
## 3858          Urban             85.92          smokes 28.00           0
## 3859          Rural             56.85    never smoked 28.00           0
## 3860          Urban             89.04         Unknown 28.00           0
## 3861          Rural             63.01    never smoked 24.00           0
## 3862          Rural             65.48         Unknown 24.00           0
## 3863          Rural             68.60          smokes 28.00           0
## 3864          Urban             81.68 formerly smoked 23.00           0
## 3865          Urban             65.21         Unknown 24.00           0
## 3866          Urban             72.53          smokes 26.00           0
## 3867          Rural             81.78    never smoked 27.00           0
## 3868          Rural            116.85          smokes 28.00           0
## 3869          Rural             80.83         Unknown 28.00           0
## 3870          Urban             96.21    never smoked 23.00           0
## 3871          Rural            117.04         Unknown 25.00           0
## 3872          Rural             78.26 formerly smoked 23.00           0
## 3873          Urban             58.24 formerly smoked 25.00           0
## 3874          Urban             82.53          smokes 24.00           0
## 3875          Urban             71.25          smokes 28.00           0
## 3876          Rural            129.73    never smoked 24.00           0
## 3877          Urban            115.47         Unknown 26.00           0
## 3878          Urban             56.79         Unknown 25.00           0
## 3879          Urban            100.16         Unknown 25.00           0
## 3880          Rural             97.60          smokes 28.00           0
## 3881          Rural             90.54         Unknown 26.00           0
## 3882          Urban            105.88          smokes 27.00           0
## 3883          Rural            217.94 formerly smoked 25.00           0
## 3884          Urban             69.89         Unknown 28.00           0
## 3885          Urban             93.28    never smoked 25.00           0
## 3886          Rural            111.27          smokes 24.00           0
## 3887          Urban             91.04    never smoked 27.00           0
## 3888          Urban             87.20          smokes 24.00           0
## 3889          Rural            109.12         Unknown 26.00           0
## 3890          Urban            216.64 formerly smoked 25.00           0
## 3891          Rural             74.28 formerly smoked 27.00           0
## 3892          Urban             57.60         Unknown 25.00           0
## 3893          Urban            173.97         Unknown 26.00           0
## 3894          Rural             65.25          smokes 27.00           0
## 3895          Urban             80.92         Unknown 24.00           0
## 3896          Rural            124.37    never smoked 25.00           0
## 3897          Urban            102.39          smokes 28.00           0
## 3898          Rural             90.42         Unknown 24.00           0
## 3899          Rural             79.17         Unknown 23.00           0
## 3900          Urban             71.08    never smoked 27.00           0
## 3901          Urban             81.54    never smoked 24.00           0
## 3902          Urban            159.67    never smoked 26.00           0
## 3903          Urban             93.96          smokes 23.00           0
## 3904          Urban            103.01    never smoked 25.00           0
## 3905          Rural             92.49    never smoked 23.00           0
## 3906          Urban            208.85 formerly smoked 28.00           0
## 3907          Urban            122.39         Unknown 21.68           0
## 3908          Rural             65.91         Unknown 24.41           0
## 3909          Rural             70.25         Unknown 23.00           0
## 3910          Urban            219.70         Unknown 25.00           0
## 3911          Urban             65.70 formerly smoked 25.00           0
## 3912          Urban             67.08         Unknown 24.00           0
## 3913          Rural            107.58    never smoked 25.00           0
## 3914          Rural            208.05          smokes 24.00           0
## 3915          Rural             95.87    never smoked 27.00           0
## 3916          Urban             68.17 formerly smoked 26.00           0
## 3917          Urban             95.37          smokes 26.00           0
## 3918          Urban             90.00    never smoked 25.00           0
## 3919          Rural            106.10          smokes 26.00           0
## 3920          Rural             56.13         Unknown 25.00           0
## 3921          Rural            104.03          smokes 24.00           0
## 3922          Rural            157.01         Unknown 27.00           0
## 3923          Urban             84.35    never smoked 24.00           0
## 3924          Rural             67.99    never smoked 24.00           0
## 3925          Rural            118.93    never smoked 27.00           0
## 3926          Rural            185.28          smokes 23.48           0
## 3927          Rural             82.08         Unknown 26.00           0
## 3928          Urban             88.32         Unknown 23.48           0
## 3929          Rural             85.16         Unknown 23.00           0
## 3930          Rural             69.54    never smoked 28.00           0
## 3931          Rural             62.12    never smoked 26.00           0
## 3932          Rural            198.30 formerly smoked 26.00           0
## 3933          Rural            100.06    never smoked 25.00           0
## 3934          Urban            101.13 formerly smoked 28.00           0
## 3935          Rural             91.09    never smoked 26.00           0
## 3936          Rural             61.54         Unknown 26.00           0
## 3937          Urban             62.02          smokes 23.00           0
## 3938          Urban            103.11         Unknown 24.00           0
## 3939          Rural             77.57         Unknown 24.00           0
## 3940          Urban             97.34    never smoked 23.00           0
## 3941          Urban             78.76         Unknown 26.95           0
## 3942          Rural             67.10         Unknown 23.00           0
## 3943          Urban             79.89         Unknown 25.00           0
## 3944          Rural            206.66          smokes 28.00           0
## 3945          Urban             95.79         Unknown 24.00           0
## 3946          Urban             83.88          smokes 24.00           0
## 3947          Rural             93.51         Unknown 28.00           0
## 3948          Urban            116.78 formerly smoked 27.00           0
## 3949          Rural            117.63    never smoked 28.00           0
## 3950          Rural             60.01         Unknown 23.00           0
## 3951          Rural             64.60         Unknown 28.00           0
## 3952          Rural             92.43    never smoked 26.00           0
## 3953          Urban             71.63 formerly smoked 25.16           0
## 3954          Urban             87.79 formerly smoked 32.49           0
## 3955          Rural             99.64 formerly smoked 24.00           0
## 3956          Rural             86.53    never smoked 23.00           0
## 3957          Urban            200.68         Unknown 26.00           0
## 3958          Urban             98.37    never smoked 25.00           0
## 3959          Rural            117.98          smokes 25.00           0
## 3960          Urban            218.60 formerly smoked 27.00           0
## 3961          Urban            101.30          smokes 27.00           0
## 3962          Urban             79.51    never smoked 28.00           0
## 3963          Urban            223.26    never smoked 24.00           0
## 3964          Rural             97.22    never smoked 25.00           0
## 3965          Rural            172.27    never smoked 24.00           0
## 3966          Urban            221.83          smokes 23.00           0
## 3967          Urban             74.61         Unknown 24.00           0
## 3968          Rural             60.91         Unknown 26.00           0
## 3969          Rural             69.79         Unknown 25.00           0
## 3970          Urban             83.60 formerly smoked 28.00           0
## 3971          Urban             83.95         Unknown 28.00           0
## 3972          Rural             77.50          smokes 23.00           0
## 3973          Urban             64.29         Unknown 23.00           0
## 3974          Rural             61.10    never smoked 23.00           0
## 3975          Rural            100.71    never smoked 26.00           0
## 3976          Urban             65.21         Unknown 23.00           0
## 3977          Rural            119.77         Unknown 28.00           0
## 3978          Rural            102.39 formerly smoked 27.00           0
## 3979          Urban             59.67    never smoked 27.00           0
## 3980          Rural             83.16    never smoked 28.00           0
## 3981          Rural            218.10          smokes 27.00           0
## 3982          Rural             76.45         Unknown 28.00           0
## 3983          Rural            200.46         Unknown 23.00           0
## 3984          Urban             95.70 formerly smoked 23.00           0
## 3985          Rural             70.23    never smoked 23.00           0
## 3986          Urban             75.15         Unknown 28.00           0
## 3987          Rural             95.80         Unknown 24.00           0
## 3988          Urban             90.67         Unknown 28.00           0
## 3989          Rural             84.79 formerly smoked 27.00           0
## 3990          Urban            147.50         Unknown 26.00           0
## 3991          Rural            134.12 formerly smoked 28.00           0
## 3992          Urban             82.62    never smoked 24.00           0
## 3993          Rural            125.11 formerly smoked 23.00           0
## 3994          Urban             92.14 formerly smoked 23.00           0
## 3995          Urban            217.79 formerly smoked 24.00           0
## 3996          Rural             95.62          smokes 28.00           0
## 3997          Rural             93.80    never smoked 26.00           0
## 3998          Rural             90.61          smokes 28.00           0
## 3999          Urban            139.20    never smoked 25.00           0
## 4000          Rural             77.01 formerly smoked 23.00           0
## 4001          Urban            105.26    never smoked 25.00           0
## 4002          Rural             68.35         Unknown 26.00           0
## 4003          Rural             99.07    never smoked 26.00           0
## 4004          Rural            147.74         Unknown 27.00           0
## 4005          Urban             61.29         Unknown 28.00           0
## 4006          Rural             98.92    never smoked 23.00           0
## 4007          Urban             90.74         Unknown 25.00           0
## 4008          Rural            159.79         Unknown 28.00           0
## 4009          Rural            233.47    never smoked 26.00           0
## 4010          Urban             85.53          smokes 26.00           0
## 4011          Urban             76.70    never smoked 25.00           0
## 4012          Rural             67.87    never smoked 28.00           0
## 4013          Urban             77.26    never smoked 23.00           0
## 4014          Rural             91.28    never smoked 25.00           0
## 4015          Urban            129.19    never smoked 28.00           0
## 4016          Urban             97.86 formerly smoked 26.00           0
## 4017          Rural            112.33 formerly smoked 28.00           0
## 4018          Rural            110.41          smokes 28.00           0
## 4019          Rural             91.58         Unknown 28.00           0
## 4020          Urban             58.86    never smoked 23.00           0
## 4021          Rural             76.88         Unknown 24.00           0
## 4022          Urban            109.52         Unknown 24.00           0
## 4023          Urban            181.23    never smoked 32.33           0
## 4024          Urban            103.58 formerly smoked 24.00           0
## 4025          Rural             81.96    never smoked 26.00           0
## 4026          Rural            104.55         Unknown 24.43           0
## 4027          Urban             76.12 formerly smoked 26.00           0
## 4028          Rural             64.27    never smoked 25.00           0
## 4029          Rural            200.98          smokes 27.00           0
## 4030          Urban            101.96    never smoked 25.00           0
## 4031          Rural             84.17         Unknown 23.00           0
## 4032          Rural             85.79    never smoked 28.00           0
## 4033          Urban             71.46         Unknown 26.00           0
## 4034          Rural             95.49          smokes 23.00           0
## 4035          Rural             87.62          smokes 25.00           0
## 4036          Rural            118.55          smokes 23.00           0
## 4037          Urban             82.14          smokes 24.00           0
## 4038          Urban            219.67          smokes 25.00           0
## 4039          Urban            135.84    never smoked 24.00           0
## 4040          Rural             74.83         Unknown 23.00           0
## 4041          Urban             60.37         Unknown 23.00           0
## 4042          Rural             67.28         Unknown 27.00           0
## 4043          Rural             77.79         Unknown 24.00           0
## 4044          Rural             88.51         Unknown 23.00           0
## 4045          Urban             90.38          smokes 24.00           0
## 4046          Urban            156.69    never smoked 24.00           0
## 4047          Urban            207.60    never smoked 27.00           0
## 4048          Urban            158.90 formerly smoked 23.00           0
## 4049          Urban            247.97 formerly smoked 28.00           0
## 4050          Rural            114.71    never smoked 23.00           0
## 4051          Rural             58.55    never smoked 24.00           0
## 4052          Urban            231.15    never smoked 27.00           0
## 4053          Urban             68.18 formerly smoked 25.00           0
## 4054          Rural            118.75         Unknown 24.00           0
## 4055          Rural            186.54 formerly smoked 24.00           0
## 4056          Rural             96.14    never smoked 23.00           0
## 4057          Urban             69.52         Unknown 24.00           0
## 4058          Rural            101.93          smokes 24.00           0
## 4059          Urban             71.58         Unknown 27.00           0
## 4060          Urban             83.10          smokes 28.00           0
## 4061          Rural            110.96    never smoked 24.00           0
## 4062          Urban            122.83         Unknown 23.00           0
## 4063          Urban             91.65 formerly smoked 25.00           0
## 4064          Urban             84.10         Unknown 28.00           0
## 4065          Rural            118.85          smokes 26.00           0
## 4066          Urban             89.32         Unknown 27.00           0
## 4067          Urban            128.72         Unknown 26.00           0
## 4068          Urban             98.05    never smoked 25.00           0
## 4069          Urban            102.10    never smoked 26.00           0
## 4070          Urban            108.62          smokes 27.00           0
## 4071          Urban             96.19          smokes 20.52           0
## 4072          Urban             98.07 formerly smoked 25.00           0
## 4073          Rural             71.40 formerly smoked 28.00           0
## 4074          Rural             82.27 formerly smoked 27.00           0
## 4075          Rural            158.33    never smoked 26.00           0
## 4076          Rural            102.50         Unknown 27.00           0
## 4077          Urban             72.18         Unknown 24.00           0
## 4078          Urban             95.94    never smoked 25.00           0
## 4079          Rural             87.15 formerly smoked 24.00           0
## 4080          Urban             82.59 formerly smoked 27.00           0
## 4081          Rural             89.31 formerly smoked 28.81           0
## 4082          Rural             64.84    never smoked 26.00           0
## 4083          Urban            107.52         Unknown 26.00           0
## 4084          Urban             92.76         Unknown 23.00           0
## 4085          Urban             79.16         Unknown 26.00           0
## 4086          Urban             87.00    never smoked 27.00           0
## 4087          Rural            145.25    never smoked 28.00           0
## 4088          Urban            125.14         Unknown 27.00           0
## 4089          Rural             88.60         Unknown 26.00           0
## 4090          Urban             57.59         Unknown 28.00           0
## 4091          Urban             59.43    never smoked 23.00           0
## 4092          Rural             65.43         Unknown 28.00           0
## 4093          Urban            154.03          smokes 26.00           0
## 4094          Rural            139.81    never smoked 28.00           0
## 4095          Urban            111.81 formerly smoked 23.00           0
## 4096          Urban            106.84    never smoked 28.00           0
## 4097          Rural            221.06 formerly smoked 23.00           0
## 4098          Urban             69.97 formerly smoked 26.00           0
## 4099          Rural             77.07 formerly smoked 23.00           0
## 4100          Urban             59.49         Unknown 26.00           0
## 4101          Rural            109.39    never smoked 26.00           0
## 4102          Rural             93.97         Unknown 25.00           0
## 4103          Urban            163.17    never smoked 26.00           0
## 4104          Urban            124.39         Unknown 25.00           0
## 4105          Urban            212.62    never smoked 27.00           0
## 4106          Urban            128.63          smokes 27.00           0
## 4107          Urban             84.10    never smoked 25.00           0
## 4108          Urban             77.60         Unknown 28.00           0
## 4109          Urban             70.51         Unknown 26.25           0
## 4110          Rural            109.19         Unknown 27.00           0
## 4111          Rural             55.23         Unknown 27.00           0
## 4112          Urban            120.15    never smoked 24.00           0
## 4113          Urban             72.16    never smoked 23.00           0
## 4114          Rural             95.89         Unknown 28.00           0
## 4115          Urban             64.68          smokes 26.00           0
## 4116          Rural             70.51 formerly smoked 23.00           0
## 4117          Rural             81.77    never smoked 28.00           0
## 4118          Urban             66.47    never smoked 24.00           0
## 4119          Rural            146.08    never smoked 26.00           0
## 4120          Urban             91.68    never smoked 27.00           0
## 4121          Rural            108.96    never smoked 23.00           0
## 4122          Urban            113.41    never smoked 28.00           0
## 4123          Urban            111.08    never smoked 23.00           0
## 4124          Urban            217.74         Unknown 25.00           0
## 4125          Rural             78.50    never smoked 23.00           0
## 4126          Urban             89.06 formerly smoked 23.00           0
## 4127          Urban             74.80         Unknown 26.00           0
## 4128          Rural             80.20    never smoked 24.00           0
## 4129          Rural             76.52         Unknown 27.00           0
## 4130          Rural            208.99 formerly smoked 26.00           0
## 4131          Urban             99.72          smokes 26.00           0
## 4132          Urban            102.97         Unknown 23.00           0
## 4133          Rural            197.36         Unknown 34.56           0
## 4134          Urban             98.56         Unknown 25.00           0
## 4135          Urban             86.06    never smoked 24.00           0
## 4136          Urban            123.08          smokes 26.00           0
## 4137          Urban             75.00          smokes 23.00           0
## 4138          Rural            105.90          smokes 25.00           0
## 4139          Urban             73.87    never smoked 27.00           0
## 4140          Rural             78.04    never smoked 25.00           0
## 4141          Urban            107.74         Unknown 24.00           0
## 4142          Rural             60.64    never smoked 28.00           0
## 4143          Rural             82.57    never smoked 26.00           0
## 4144          Rural            115.98         Unknown 26.00           0
## 4145          Rural            110.38 formerly smoked 27.00           0
## 4146          Rural             92.59         Unknown 25.00           0
## 4147          Urban             82.64    never smoked 25.00           0
## 4148          Urban             70.28    never smoked 28.00           0
## 4149          Urban            106.54    never smoked 26.00           0
## 4150          Urban             59.11 formerly smoked 28.00           0
## 4151          Rural             58.89 formerly smoked 23.00           0
## 4152          Urban            129.66         Unknown 25.00           0
## 4153          Rural             73.57          smokes 21.47           0
## 4154          Urban             72.04 formerly smoked 24.00           0
## 4155          Rural            125.63         Unknown 23.00           0
## 4156          Rural             77.94    never smoked 28.00           0
## 4157          Urban             68.99    never smoked 26.00           0
## 4158          Rural            111.76         Unknown 27.00           0
## 4159          Rural             65.36    never smoked 24.00           0
## 4160          Urban             80.27    never smoked 28.00           0
## 4161          Urban             81.73    never smoked 25.00           0
## 4162          Rural             79.22          smokes 25.00           0
## 4163          Urban            142.63          smokes 24.00           0
## 4164          Rural             97.05         Unknown 25.00           0
## 4165          Urban            222.52 formerly smoked 23.00           1
## 4166          Rural             70.38          smokes 25.00           0
## 4167          Rural            114.46 formerly smoked 28.00           0
## 4168          Urban             64.62    never smoked 26.00           0
## 4169          Urban             94.12         Unknown 25.00           0
## 4170          Rural             70.19          smokes 25.09           0
## 4171          Urban             55.35         Unknown 25.00           0
## 4172          Urban            115.52 formerly smoked 23.00           0
## 4173          Urban             60.70         Unknown 27.13           0
## 4174          Urban             69.24         Unknown 24.00           0
## 4175          Urban            103.29    never smoked 28.00           0
## 4176          Rural             92.74         Unknown 25.00           0
## 4177          Rural            232.64    never smoked 26.00           0
## 4178          Urban             82.46          smokes 26.00           0
## 4179          Urban             63.57    never smoked 23.00           0
## 4180          Urban             73.24    never smoked 24.00           0
## 4181          Urban             78.43          smokes 25.00           0
## 4182          Urban             57.46          smokes 23.00           0
## 4183          Rural            104.16    never smoked 23.00           0
## 4184          Rural            110.42    never smoked 26.00           0
## 4185          Rural            119.40    never smoked 23.00           0
## 4186          Urban            119.13    never smoked 23.00           0
## 4187          Rural            120.22    never smoked 25.00           0
## 4188          Urban             80.80    never smoked 27.00           0
## 4189          Rural             57.96    never smoked 27.00           0
## 4190          Urban             81.24    never smoked 27.00           0
## 4191          Urban             88.79    never smoked 23.00           0
## 4192          Rural             70.91    never smoked 26.00           0
## 4193          Rural             87.12          smokes 23.00           0
## 4194          Urban            126.09         Unknown 25.00           0
## 4195          Urban             76.42          smokes 26.00           0
## 4196          Rural             56.33         Unknown 24.00           0
## 4197          Rural            131.81         Unknown 26.00           0
## 4198          Rural             95.23          smokes 24.00           0
## 4199          Urban             71.18 formerly smoked 23.00           0
## 4200          Rural             87.71 formerly smoked 27.00           0
## 4201          Rural            115.68         Unknown 27.00           0
## 4202          Rural            207.37 formerly smoked 27.00           0
## 4203          Rural             74.43         Unknown 28.00           0
## 4204          Rural             75.10         Unknown 28.00           0
## 4205          Rural             69.72          smokes 26.00           0
## 4206          Urban            111.84         Unknown 25.00           0
## 4207          Rural            111.08    never smoked 28.00           0
## 4208          Rural            201.96         Unknown 23.00           0
## 4209          Urban             68.68    never smoked 23.00           0
## 4210          Rural             56.90    never smoked 26.00           0
## 4211          Urban             91.16    never smoked 28.00           0
## 4212          Urban             99.44         Unknown 28.00           0
## 4213          Urban             78.85    never smoked 26.00           0
## 4214          Rural            123.89          smokes 27.00           0
## 4215          Rural             90.44    never smoked 27.00           0
## 4216          Rural            138.44         Unknown 23.00           0
## 4217          Urban             75.06    never smoked 23.00           0
## 4218          Rural             85.66    never smoked 28.00           0
## 4219          Urban            102.76         Unknown 27.00           0
## 4220          Urban             71.79 formerly smoked 28.00           0
## 4221          Urban            167.16    never smoked 28.00           0
## 4222          Rural            131.05    never smoked 25.14           0
## 4223          Rural             86.92         Unknown 23.00           0
## 4224          Rural             59.62         Unknown 28.00           0
## 4225          Urban            103.72 formerly smoked 24.00           0
## 4226          Rural             77.10         Unknown 28.00           0
## 4227          Rural             94.75          smokes 27.00           0
## 4228          Rural             77.72         Unknown 25.00           0
## 4229          Rural             76.09          smokes 19.37           0
## 4230          Urban             61.80 formerly smoked 24.00           0
## 4231          Urban             92.97 formerly smoked 27.87           0
## 4232          Urban             83.73    never smoked 26.00           0
## 4233          Rural             79.33         Unknown 24.00           0
## 4234          Rural            108.32         Unknown 25.00           0
## 4235          Rural            103.65 formerly smoked 28.00           0
## 4236          Rural             86.19    never smoked 25.00           0
## 4237          Urban            131.42          smokes 26.08           0
## 4238          Urban             69.46    never smoked 28.00           0
## 4239          Rural             76.78          smokes 26.00           0
## 4240          Urban            103.78 formerly smoked 28.00           0
## 4241          Urban            213.43          smokes 23.00           0
## 4242          Rural             93.52         Unknown 25.00           0
## 4243          Urban            115.07    never smoked 28.00           0
## 4244          Rural             69.45         Unknown 25.00           0
## 4245          Rural             81.00         Unknown 23.00           0
## 4246          Urban             83.16         Unknown 23.00           0
## 4247          Rural            108.63    never smoked 27.00           0
## 4248          Rural             88.06         Unknown 24.00           0
## 4249          Rural             80.57 formerly smoked 26.00           0
## 4250          Urban            248.24          smokes 27.00           0
## 4251          Urban             57.79          smokes 26.84           0
## 4252          Urban             87.40    never smoked 28.00           0
## 4253          Urban             76.63         Unknown 23.66           0
## 4254          Rural             58.01    never smoked 25.00           0
## 4255          Urban             77.43         Unknown 23.00           0
## 4256          Rural            101.12          smokes 28.00           0
## 4257          Rural             64.45         Unknown 27.00           0
## 4258          Urban             79.42    never smoked 26.00           0
## 4259          Urban             82.94         Unknown 28.00           0
## 4260          Rural             81.58    never smoked 23.00           0
## 4261          Urban             62.21         Unknown 23.00           0
## 4262          Rural            229.94    never smoked 26.00           0
## 4263          Urban            116.06         Unknown 27.00           0
## 4264          Urban            117.77    never smoked 23.00           0
## 4265          Urban             66.69    never smoked 25.00           0
## 4266          Rural            122.23         Unknown 26.00           0
## 4267          Urban            168.68 formerly smoked 28.00           0
## 4268          Rural            119.90    never smoked 22.69           0
## 4269          Urban            110.33          smokes 27.00           0
## 4270          Rural             77.95    never smoked 23.00           0
## 4271          Rural             80.35          smokes 26.00           0
## 4272          Urban             57.38 formerly smoked 28.00           0
## 4273          Urban             96.47         Unknown 23.00           0
## 4274          Rural             70.66    never smoked 27.00           0
## 4275          Urban            202.06    never smoked 26.00           0
## 4276          Urban             91.30         Unknown 26.00           0
## 4277          Rural             67.56         Unknown 26.00           0
## 4278          Rural            126.12         Unknown 27.00           0
## 4279          Urban             86.40          smokes 23.00           0
## 4280          Urban            103.22    never smoked 24.00           0
## 4281          Rural             88.85         Unknown 26.00           0
## 4282          Urban             63.90          smokes 25.00           0
## 4283          Urban             81.32 formerly smoked 26.00           0
## 4284          Rural            253.93 formerly smoked 24.00           0
## 4285          Urban             78.11 formerly smoked 27.00           0
## 4286          Urban            134.65         Unknown 26.00           0
## 4287          Rural            194.75         Unknown 27.00           0
## 4288          Rural             77.94    never smoked 27.00           0
## 4289          Rural             56.94         Unknown 28.00           0
## 4290          Rural            117.03 formerly smoked 27.00           0
## 4291          Rural            207.84    never smoked 28.00           0
## 4292          Rural            228.26    never smoked 28.00           0
## 4293          Rural             84.43          smokes 26.00           0
## 4294          Urban             57.09         Unknown 27.00           0
## 4295          Urban             94.89    never smoked 27.00           0
## 4296          Rural            132.46         Unknown 26.00           0
## 4297          Rural             75.13 formerly smoked 28.00           0
## 4298          Rural             76.64    never smoked 27.00           0
## 4299          Rural             91.32    never smoked 24.00           0
## 4300          Rural             85.90    never smoked 27.00           0
## 4301          Urban             76.19    never smoked 27.00           0
## 4302          Rural             85.77         Unknown 25.00           0
## 4303          Urban             63.42    never smoked 27.73           0
## 4304          Rural            112.02         Unknown 23.00           0
## 4305          Urban            203.76    never smoked 23.00           0
## 4306          Urban             98.44 formerly smoked 24.00           0
## 4307          Urban             79.57         Unknown 24.00           0
## 4308          Urban             63.98          smokes 23.00           0
## 4309          Urban            101.46 formerly smoked 25.00           0
## 4310          Urban             74.66          smokes 25.00           0
## 4311          Rural             68.66    never smoked 24.00           0
## 4312          Rural            205.78    never smoked 27.00           0
## 4313          Rural            111.24    never smoked 25.00           0
## 4314          Urban            134.76         Unknown 24.00           0
## 4315          Urban            110.10    never smoked 25.00           0
## 4316          Urban            100.80 formerly smoked 24.00           0
## 4317          Urban            113.08         Unknown 26.84           0
## 4318          Urban             56.48 formerly smoked 27.00           0
## 4319          Urban             77.77          smokes 26.00           0
## 4320          Urban            104.02         Unknown 25.00           0
## 4321          Rural             83.59    never smoked 25.00           0
## 4322          Urban            179.67 formerly smoked 27.00           0
## 4323          Urban             91.89         Unknown 23.00           0
## 4324          Rural             78.90         Unknown 23.00           0
## 4325          Rural            230.74 formerly smoked 26.00           0
## 4326          Rural            216.19 formerly smoked 23.00           0
## 4327          Rural             83.70    never smoked 23.00           0
## 4328          Rural            200.66          smokes 27.00           0
## 4329          Rural             73.99         Unknown 23.00           0
## 4330          Urban            228.50    never smoked 23.00           0
## 4331          Urban             70.43          smokes 27.00           0
## 4332          Urban             74.39 formerly smoked 28.00           0
## 4333          Urban            102.92         Unknown 28.35           0
## 4334          Urban             87.91 formerly smoked 25.00           0
## 4335          Rural            118.55          smokes 29.51           0
## 4336          Urban            232.29          smokes 23.00           0
## 4337          Rural            125.32         Unknown 27.00           0
## 4338          Urban             78.98 formerly smoked 27.00           0
## 4339          Rural            100.20          smokes 25.00           0
## 4340          Rural            200.91    never smoked 24.00           0
## 4341          Rural             95.24         Unknown 26.00           0
## 4342          Urban             56.64    never smoked 24.00           0
## 4343          Urban             80.48         Unknown 23.00           0
## 4344          Urban            112.96    never smoked 28.00           0
## 4345          Rural            236.04    never smoked 26.00           0
## 4346          Urban             73.00    never smoked 27.00           0
## 4347          Urban             61.13    never smoked 25.00           0
## 4348          Urban             88.56    never smoked 24.00           0
## 4349          Rural             66.16    never smoked 23.00           0
## 4350          Rural             88.98          smokes 22.01           0
## 4351          Urban             94.39         Unknown 28.00           0
## 4352          Urban             87.39    never smoked 22.78           0
## 4353          Rural             77.91         Unknown 27.00           0
## 4354          Urban             86.85 formerly smoked 23.00           0
## 4355          Rural             94.37    never smoked 24.00           0
## 4356          Rural             76.64    never smoked 28.00           0
## 4357          Urban            254.95          smokes 28.00           0
## 4358          Urban            107.33 formerly smoked 24.00           0
## 4359          Urban             80.94          smokes 28.00           0
## 4360          Rural            112.02         Unknown 26.00           0
## 4361          Rural            196.58 formerly smoked 24.00           0
## 4362          Urban             89.14 formerly smoked 25.00           0
## 4363          Urban             69.94          smokes 27.97           0
## 4364          Urban             55.79    never smoked 26.00           0
## 4365          Urban             73.08         Unknown 27.00           0
## 4366          Urban             96.02         Unknown 23.00           0
## 4367          Rural            189.82 formerly smoked 27.00           0
## 4368          Urban             89.68    never smoked 23.00           0
## 4369          Urban            101.06          smokes 25.06           0
## 4370          Rural             62.66         Unknown 26.00           0
## 4371          Urban             84.03         Unknown 24.00           0
## 4372          Rural            108.38         Unknown 27.00           0
## 4373          Rural             78.79         Unknown 27.00           0
## 4374          Rural             76.12         Unknown 26.00           0
## 4375          Rural             68.01    never smoked 26.00           0
## 4376          Urban             90.11    never smoked 26.00           0
## 4377          Urban            193.61    never smoked 24.00           0
## 4378          Rural            195.74         Unknown 28.00           0
## 4379          Rural             94.77         Unknown 28.00           0
## 4380          Urban             85.00         Unknown 25.00           0
## 4381          Urban            141.37    never smoked 26.00           0
## 4382          Urban             90.71         Unknown 26.00           0
## 4383          Rural            106.80    never smoked 23.00           0
## 4384          Rural            121.66         Unknown 24.00           0
## 4385          Urban             85.18          smokes 24.00           0
## 4386          Rural            130.07    never smoked 27.00           0
## 4387          Rural             74.24    never smoked 28.00           0
## 4388          Urban             79.98    never smoked 27.00           0
## 4389          Urban            106.76 formerly smoked 23.00           0
## 4390          Urban             76.34         Unknown 25.00           0
## 4391          Rural            221.24         Unknown 24.00           0
## 4392          Urban             80.55          smokes 28.00           0
## 4393          Rural             63.98         Unknown 26.00           0
## 4394          Rural             55.93          smokes 24.00           0
## 4395          Rural             73.94         Unknown 28.00           0
## 4396          Rural             65.58         Unknown 23.00           0
## 4397          Rural             83.80          smokes 26.00           0
## 4398          Urban             95.87 formerly smoked 26.00           0
## 4399          Rural            112.83         Unknown 27.00           0
## 4400          Rural             84.93    never smoked 26.00           0
## 4401          Rural            103.08          smokes 25.00           0
## 4402          Rural             85.98         Unknown 25.00           0
## 4403          Urban             83.75    never smoked 28.00           0
## 4404          Urban            125.43         Unknown 25.00           0
## 4405          Urban            101.58    never smoked 28.00           0
## 4406          Rural            149.80         Unknown 27.00           0
## 4407          Rural            112.55    never smoked 26.00           0
## 4408          Urban             70.87 formerly smoked 26.00           0
## 4409          Rural             92.96    never smoked 26.00           0
## 4410          Rural            112.19         Unknown 26.00           0
## 4411          Urban             85.08         Unknown 25.00           0
## 4412          Urban            112.37    never smoked 23.00           0
## 4413          Urban            151.26    never smoked 23.00           0
## 4414          Urban             73.81         Unknown 28.00           0
## 4415          Urban             77.20         Unknown 23.00           0
## 4416          Urban             76.08    never smoked 27.00           0
## 4417          Rural            123.98    never smoked 21.63           0
## 4418          Urban            108.51         Unknown 24.00           0
## 4419          Rural             98.07    never smoked 24.00           0
## 4420          Urban             85.82    never smoked 26.00           0
## 4421          Rural             86.21         Unknown 26.00           0
## 4422          Urban             99.01 formerly smoked 23.00           0
## 4423          Rural             79.53    never smoked 24.00           0
## 4424          Rural             80.08    never smoked 28.00           0
## 4425          Rural             69.47         Unknown 27.00           0
## 4426          Urban             85.07         Unknown 26.00           0
## 4427          Rural             88.00    never smoked 26.56           0
## 4428          Rural            144.14    never smoked 28.00           0
## 4429          Urban             78.80          smokes 23.00           0
## 4430          Urban             86.78          smokes 23.00           0
## 4431          Rural            105.72 formerly smoked 23.00           0
## 4432          Rural             64.37    never smoked 24.00           0
## 4433          Rural            146.10    never smoked 23.00           0
## 4434          Urban             58.66    never smoked 27.00           0
## 4435          Urban            192.50    never smoked 25.00           0
## 4436          Rural            103.50         Unknown 24.00           0
## 4437          Urban             89.42    never smoked 23.00           0
## 4438          Rural            212.92    never smoked 26.00           0
## 4439          Rural             60.73    never smoked 23.00           0
## 4440          Urban             73.18    never smoked 23.00           0
## 4441          Urban             82.26         Unknown 24.00           0
## 4442          Urban             87.40 formerly smoked 28.00           0
## 4443          Rural             86.95 formerly smoked 25.00           0
## 4444          Rural             74.00    never smoked 23.00           0
## 4445          Urban             73.98    never smoked 25.00           0
## 4446          Rural            124.78    never smoked 26.00           0
## 4447          Urban            191.94    never smoked 23.00           0
## 4448          Urban            247.87    never smoked 24.00           0
## 4449          Rural             83.20 formerly smoked 23.00           0
## 4450          Urban             88.62 formerly smoked 25.00           0
## 4451          Urban             81.51 formerly smoked 26.00           0
## 4452          Urban            101.76          smokes 28.00           0
## 4453          Urban            115.71 formerly smoked 28.00           0
## 4454          Rural            229.73    never smoked 24.00           0
## 4455          Rural             57.40         Unknown 26.00           0
## 4456          Rural            100.47    never smoked 23.00           0
## 4457          Rural             81.36    never smoked 28.00           0
## 4458          Rural            261.67 formerly smoked 28.00           0
## 4459          Rural            110.20         Unknown 30.10           0
## 4460          Rural             98.90    never smoked 27.00           0
## 4461          Rural             95.19          smokes 23.00           0
## 4462          Rural            105.28    never smoked 23.00           0
## 4463          Rural             83.03         Unknown 25.84           0
## 4464          Rural             89.41          smokes 24.00           0
## 4465          Rural             70.56    never smoked 27.59           0
## 4466          Urban             78.79         Unknown 24.00           0
## 4467          Rural             70.13         Unknown 24.00           0
## 4468          Rural             62.68    never smoked 23.00           0
## 4469          Urban             71.77    never smoked 26.00           0
## 4470          Rural             77.99          smokes 23.00           0
## 4471          Urban            256.74 formerly smoked 24.00           0
## 4472          Rural             93.72    never smoked 23.00           0
## 4473          Urban             63.74         Unknown 26.00           0
## 4474          Urban             60.67 formerly smoked 23.00           0
## 4475          Urban            112.08    never smoked 23.00           0
## 4476          Rural            221.08    never smoked 23.00           0
## 4477          Urban            101.81          smokes 27.00           0
## 4478          Rural             60.17          smokes 27.00           0
## 4479          Rural             65.29    never smoked 27.00           0
## 4480          Urban            153.24         Unknown 23.00           0
## 4481          Rural             61.42          smokes 24.00           0
## 4482          Urban             86.67    never smoked 27.00           0
## 4483          Rural             82.42    never smoked 23.00           0
## 4484          Rural            100.54          smokes 27.00           0
## 4485          Urban            111.48    never smoked 28.00           0
## 4486          Urban             85.33    never smoked 27.00           0
## 4487          Urban            126.57 formerly smoked 28.00           0
## 4488          Urban             81.51 formerly smoked 23.00           0
## 4489          Rural             67.97         Unknown 27.00           0
## 4490          Urban             77.92         Unknown 26.00           0
## 4491          Urban             80.54          smokes 26.00           0
## 4492          Urban             76.47         Unknown 24.85           0
## 4493          Urban             87.15         Unknown 25.00           0
## 4494          Urban             86.07         Unknown 28.00           0
## 4495          Rural            106.52 formerly smoked 28.00           0
## 4496          Rural             94.24         Unknown 26.00           0
## 4497          Urban             89.73 formerly smoked 28.00           0
## 4498          Urban            208.39 formerly smoked 23.00           0
## 4499          Rural            128.61    never smoked 25.00           0
## 4500          Rural             57.56    never smoked 28.00           0
## 4501          Urban            227.23 formerly smoked 27.00           0
## 4502          Urban             77.76         Unknown 25.00           0
## 4503          Urban             72.76         Unknown 24.00           0
## 4504          Rural             90.11    never smoked 24.00           0
## 4505          Rural            203.27    never smoked 23.00           0
## 4506          Urban            234.50    never smoked 24.00           0
## 4507          Urban             71.12    never smoked 23.00           0
## 4508          Urban            190.67    never smoked 25.00           0
## 4509          Rural            116.04         Unknown 23.00           0
## 4510          Urban             82.95    never smoked 26.00           0
## 4511          Urban            112.75         Unknown 26.00           0
## 4512          Urban             82.63          smokes 26.00           0
## 4513          Urban             92.75          smokes 25.00           0
## 4514          Rural            117.63 formerly smoked 25.00           0
## 4515          Rural            197.06    never smoked 23.00           0
## 4516          Urban            216.07    never smoked 26.00           0
## 4517          Rural             76.03    never smoked 24.00           0
## 4518          Urban             62.44         Unknown 25.00           0
## 4519          Rural            108.82          smokes 28.00           0
## 4520          Urban            101.66    never smoked 28.00           0
## 4521          Rural            121.15         Unknown 23.00           0
## 4522          Rural            116.44    never smoked 27.00           0
## 4523          Rural            116.62          smokes 23.00           0
## 4524          Urban             93.30    never smoked 28.00           0
## 4525          Urban            144.33    never smoked 25.00           0
## 4526          Urban             98.02    never smoked 27.00           0
## 4527          Urban             80.67         Unknown 23.00           0
## 4528          Urban             94.27         Unknown 26.00           0
## 4529          Rural             76.35 formerly smoked 26.00           0
## 4530          Urban             57.56    never smoked 24.51           0
## 4531          Urban            179.14         Unknown 27.00           0
## 4532          Rural             63.49    never smoked 23.00           0
## 4533          Rural            145.18          smokes 24.00           0
## 4534          Rural             66.30    never smoked 25.00           0
## 4535          Rural            120.56    never smoked 28.00           0
## 4536          Rural             69.20 formerly smoked 28.00           0
## 4537          Urban            150.74         Unknown 24.00           0
## 4538          Urban             81.38          smokes 28.00           0
## 4539          Urban             78.48         Unknown 27.00           0
## 4540          Rural            203.87    never smoked 26.00           0
## 4541          Urban             87.00         Unknown 23.00           0
## 4542          Rural             84.68 formerly smoked 28.00           0
## 4543          Urban             91.89          smokes 27.00           0
## 4544          Rural             88.97    never smoked 24.00           0
## 4545          Urban            116.98    never smoked 27.00           0
## 4546          Urban            135.82    never smoked 25.00           0
## 4547          Rural             96.62         Unknown 23.00           0
## 4548          Rural            106.53 formerly smoked 23.00           0
## 4549          Rural             58.42 formerly smoked 28.09           0
## 4550          Rural             79.62    never smoked 23.00           0
## 4551          Urban            141.84         Unknown 25.00           0
## 4552          Rural             78.05    never smoked 23.00           0
## 4553          Rural             77.16    never smoked 28.00           0
## 4554          Urban             86.30    never smoked 28.00           0
## 4555          Urban             83.55 formerly smoked 26.00           0
## 4556          Rural            102.00          smokes 25.00           0
## 4557          Urban             68.07          smokes 25.00           0
## 4558          Rural             81.77    never smoked 24.00           0
## 4559          Rural             82.62          smokes 28.00           0
## 4560          Urban            102.03         Unknown 24.00           0
## 4561          Urban            235.06 formerly smoked 28.00           0
## 4562          Rural             57.52 formerly smoked 23.00           0
## 4563          Urban             76.98    never smoked 28.00           0
## 4564          Urban             82.31    never smoked 27.00           0
## 4565          Urban             83.84         Unknown 26.00           0
## 4566          Urban             98.14 formerly smoked 25.00           0
## 4567          Rural             84.04         Unknown 23.00           0
## 4568          Rural             92.24         Unknown 28.00           0
## 4569          Urban             94.92         Unknown 24.00           0
## 4570          Rural            112.70    never smoked 28.00           0
## 4571          Urban             74.34    never smoked 28.00           0
## 4572          Urban             72.99         Unknown 26.00           0
## 4573          Urban            104.90    never smoked 27.00           0
## 4574          Rural             99.96    never smoked 25.00           0
## 4575          Urban             85.27         Unknown 27.00           0
## 4576          Urban             60.32          smokes 26.00           0
## 4577          Rural             94.14          smokes 26.00           0
## 4578          Urban            195.43    never smoked 26.00           0
## 4579          Rural            200.25    never smoked 28.00           0
## 4580          Rural             90.31          smokes 25.00           0
## 4581          Urban             95.33    never smoked 28.00           0
## 4582          Rural             85.65         Unknown 25.00           0
## 4583          Urban            223.64          smokes 25.00           0
## 4584          Rural             76.43         Unknown 25.00           0
## 4585          Urban             98.66         Unknown 28.00           0
## 4586          Urban             75.84         Unknown 24.00           0
## 4587          Urban             85.46    never smoked 24.00           0
## 4588          Urban             81.33         Unknown 27.00           0
## 4589          Urban            199.78         Unknown 26.85           0
## 4590          Urban            176.42         Unknown 25.00           0
## 4591          Urban            101.56    never smoked 24.00           0
## 4592          Urban             84.48 formerly smoked 24.00           0
## 4593          Urban             93.21         Unknown 24.00           0
## 4594          Urban             72.88    never smoked 23.00           0
## 4595          Urban             84.10         Unknown 23.09           0
## 4596          Rural             72.84         Unknown 25.00           0
## 4597          Urban             70.89    never smoked 24.00           0
## 4598          Rural            108.14 formerly smoked 24.00           0
## 4599          Rural            244.30    never smoked 25.00           0
## 4600          Rural             88.04 formerly smoked 25.00           0
## 4601          Rural             65.84         Unknown 24.00           0
## 4602          Rural            106.73    never smoked 27.00           0
## 4603          Urban            106.03         Unknown 26.00           0
## 4604          Urban             80.88 formerly smoked 27.00           0
## 4605          Urban            140.10    never smoked 24.00           0
## 4606          Urban            127.40 formerly smoked 25.00           0
## 4607          Urban             87.72    never smoked 26.00           0
## 4608          Rural             58.23 formerly smoked 23.00           0
## 4609          Rural             69.37 formerly smoked 27.00           0
## 4610          Urban             58.64    never smoked 27.00           0
## 4611          Urban             59.67          smokes 23.00           0
## 4612          Urban             78.08    never smoked 24.23           0
## 4613          Urban            105.08    never smoked 23.00           0
## 4614          Urban             89.30    never smoked 24.00           0
## 4615          Rural             61.38         Unknown 26.00           0
## 4616          Rural             56.11 formerly smoked 28.00           0
## 4617          Urban            223.16         Unknown 25.00           0
## 4618          Urban             75.53 formerly smoked 23.00           0
## 4619          Urban            107.47    never smoked 23.00           0
## 4620          Urban             76.00         Unknown 23.00           0
## 4621          Urban             90.28    never smoked 24.00           0
## 4622          Urban             65.22    never smoked 27.00           0
## 4623          Urban             86.24         Unknown 28.00           0
## 4624          Urban            166.38    never smoked 24.00           0
## 4625          Urban             78.91         Unknown 23.00           0
## 4626          Urban            226.28         Unknown 26.00           0
## 4627          Urban             90.73          smokes 26.00           0
## 4628          Rural            172.86    never smoked 28.00           0
## 4629          Rural            213.92    never smoked 23.00           0
## 4630          Urban             92.23    never smoked 24.00           0
## 4631          Urban             79.81    never smoked 23.00           0
## 4632          Rural             81.78         Unknown 25.00           0
## 4633          Rural            102.00    never smoked 25.00           0
## 4634          Rural             68.42          smokes 26.00           0
## 4635          Urban             94.68         Unknown 27.00           0
## 4636          Rural            125.33         Unknown 23.00           0
## 4637          Urban            212.19    never smoked 24.00           0
## 4638          Urban             89.00 formerly smoked 24.00           0
## 4639          Rural             60.98 formerly smoked 23.00           0
## 4640          Urban             58.19          smokes 28.00           0
## 4641          Rural             67.68         Unknown 26.00           0
## 4642          Rural             84.99         Unknown 26.00           0
## 4643          Urban             62.13    never smoked 28.00           0
## 4644          Rural             57.10    never smoked 23.00           0
## 4645          Urban             97.95          smokes 27.00           0
## 4646          Rural             94.06         Unknown 26.00           0
## 4647          Urban             93.88         Unknown 28.00           0
## 4648          Rural             90.30 formerly smoked 24.60           0
## 4649          Urban             83.14    never smoked 28.00           0
## 4650          Urban            118.66         Unknown 24.00           0
## 4651          Rural            100.47 formerly smoked 23.00           0
## 4652          Urban             90.78         Unknown 23.00           0
## 4653          Urban             66.46 formerly smoked 27.00           0
## 4654          Urban             73.56 formerly smoked 21.67           0
## 4655          Urban            200.80         Unknown 27.00           0
## 4656          Urban             57.28    never smoked 28.00           0
## 4657          Rural             92.87          smokes 23.00           0
## 4658          Rural             96.47         Unknown 25.00           0
## 4659          Urban             99.44 formerly smoked 27.00           0
## 4660          Urban             77.96          smokes 23.00           0
## 4661          Rural             60.13    never smoked 28.00           0
## 4662          Rural             88.17 formerly smoked 26.00           0
## 4663          Rural             84.41    never smoked 24.00           0
## 4664          Rural             72.34         Unknown 26.00           0
## 4665          Rural             68.72    never smoked 23.00           0
## 4666          Urban            222.58          smokes 26.00           0
## 4667          Rural             66.06 formerly smoked 19.71           0
## 4668          Rural            156.43 formerly smoked 25.00           0
## 4669          Urban            105.76 formerly smoked 26.00           0
## 4670          Rural             73.07          smokes 28.00           0
## 4671          Rural             99.48    never smoked 23.07           0
## 4672          Rural             79.60         Unknown 25.00           0
## 4673          Urban             70.00    never smoked 27.00           0
## 4674          Rural            112.98 formerly smoked 27.00           0
## 4675          Urban             61.07         Unknown 25.00           0
## 4676          Rural             63.43         Unknown 24.00           0
## 4677          Urban             73.20          smokes 27.00           0
## 4678          Urban            102.73 formerly smoked 25.00           0
## 4679          Rural             74.88    never smoked 28.00           0
## 4680          Urban            122.43    never smoked 23.00           0
## 4681          Urban             84.21    never smoked 23.00           0
## 4682          Rural             80.42 formerly smoked 24.00           0
## 4683          Urban             80.44    never smoked 24.00           0
## 4684          Rural             80.63    never smoked 24.00           0
## 4685          Rural            206.53    never smoked 24.00           0
## 4686          Urban            104.12    never smoked 27.00           0
## 4687          Rural             96.82    never smoked 24.00           0
## 4688          Urban             88.10    never smoked 27.00           0
## 4689          Rural             64.85         Unknown 26.00           0
## 4690          Rural            102.87          smokes 25.00           0
## 4691          Urban             83.75         Unknown 24.00           0
## 4692          Rural             97.68 formerly smoked 32.04           0
## 4693          Urban             97.58 formerly smoked 23.00           0
## 4694          Rural             74.16    never smoked 24.00           0
## 4695          Urban             86.00         Unknown 26.00           0
## 4696          Urban            100.93    never smoked 24.80           0
## 4697          Urban            232.78 formerly smoked 26.00           0
## 4698          Rural             86.96 formerly smoked 26.00           0
## 4699          Urban             67.50 formerly smoked 25.00           0
## 4700          Urban             81.21          smokes 26.00           0
## 4701          Rural            110.14          smokes 26.00           0
## 4702          Urban            120.44    never smoked 16.71           0
## 4703          Urban            187.47    never smoked 28.00           0
## 4704          Urban             94.62         Unknown 24.00           0
## 4705          Rural             89.57    never smoked 26.00           0
## 4706          Urban             95.31    never smoked 29.25           0
## 4707          Rural             75.07    never smoked 23.00           0
## 4708          Rural            106.65 formerly smoked 26.00           0
## 4709          Urban            234.06    never smoked 25.00           0
## 4710          Rural            144.15    never smoked 23.00           0
## 4711          Urban             58.81    never smoked 26.00           0
## 4712          Urban            242.62    never smoked 23.00           0
## 4713          Urban             93.04    never smoked 26.00           0
## 4714          Rural             65.68         Unknown 24.00           0
## 4715          Urban            150.00         Unknown 24.00           0
## 4716          Urban             63.56         Unknown 24.00           0
## 4717          Rural             96.98    never smoked 24.00           0
## 4718          Rural             66.70    never smoked 25.68           0
## 4719          Rural             79.66         Unknown 27.00           0
## 4720          Rural             90.16    never smoked 25.00           0
## 4721          Rural            104.09         Unknown 23.00           0
## 4722          Rural             90.96 formerly smoked 28.00           0
## 4723          Rural            152.38    never smoked 25.00           0
## 4724          Rural            114.54          smokes 26.00           0
## 4725          Urban            174.54    never smoked 24.00           0
## 4726          Rural            106.47         Unknown 25.00           0
## 4727          Urban             73.63          smokes 23.00           0
## 4728          Urban             98.52 formerly smoked 24.00           0
## 4729          Rural             62.93          smokes 24.00           0
## 4730          Urban             67.87 formerly smoked 23.00           0
## 4731          Rural            120.43         Unknown 28.00           0
## 4732          Rural             76.56    never smoked 28.00           0
## 4733          Urban            108.03    never smoked 25.00           0
## 4734          Rural             83.16 formerly smoked 25.00           0
## 4735          Rural             67.90    never smoked 25.00           0
## 4736          Rural            115.46         Unknown 27.00           0
## 4737          Rural            123.94    never smoked 23.75           0
## 4738          Urban            231.54    never smoked 28.00           0
## 4739          Urban            219.80 formerly smoked 28.00           0
## 4740          Rural            187.99          smokes 22.19           0
## 4741          Rural            234.45 formerly smoked 24.00           0
## 4742          Rural             75.47 formerly smoked 28.00           0
## 4743          Rural             98.24    never smoked 24.00           0
## 4744          Rural             66.20         Unknown 23.00           0
## 4745          Rural             94.67         Unknown 36.11           0
## 4746          Urban             75.95    never smoked 28.00           0
## 4747          Rural            111.79          smokes 25.11           0
## 4748          Rural             80.89         Unknown 26.00           0
## 4749          Rural             86.91 formerly smoked 28.00           0
## 4750          Urban             59.36          smokes 27.00           0
## 4751          Urban            240.69          smokes 25.00           0
## 4752          Rural             66.67    never smoked 26.00           0
## 4753          Rural             87.54    never smoked 24.25           0
## 4754          Urban            139.87          smokes 28.00           0
## 4755          Rural             67.92    never smoked 25.00           0
## 4756          Urban             83.62         Unknown 25.00           0
## 4757          Rural            110.97         Unknown 26.00           0
## 4758          Rural             70.53    never smoked 27.00           0
## 4759          Rural            115.91 formerly smoked 25.00           0
## 4760          Urban             59.74          smokes 26.00           0
## 4761          Rural             62.64    never smoked 23.00           0
## 4762          Rural             84.81    never smoked 26.00           0
## 4763          Urban             78.68    never smoked 28.00           0
## 4764          Urban            217.57 formerly smoked 27.00           0
## 4765          Rural             79.76         Unknown 26.00           0
## 4766          Rural             63.28    never smoked 24.00           0
## 4767          Rural             78.48    never smoked 23.00           0
## 4768          Rural             70.48    never smoked 24.00           0
## 4769          Rural            120.96 formerly smoked 28.00           0
## 4770          Rural             77.29    never smoked 27.00           0
## 4771          Urban            108.51         Unknown 26.00           0
## 4772          Urban            113.85         Unknown 27.00           0
## 4773          Urban             97.65         Unknown 25.00           0
## 4774          Rural            121.83 formerly smoked 27.00           0
## 4775          Urban             81.53         Unknown 26.00           0
## 4776          Urban             58.35    never smoked 27.00           0
## 4777          Urban             65.42 formerly smoked 26.00           0
## 4778          Rural             69.34    never smoked 27.00           0
## 4779          Urban            109.09          smokes 24.00           0
## 4780          Urban             66.71    never smoked 23.00           0
## 4781          Rural            114.92         Unknown 23.00           0
## 4782          Rural            120.58    never smoked 23.00           0
## 4783          Rural            165.36          smokes 27.00           0
## 4784          Urban             66.11         Unknown 26.00           0
## 4785          Rural            126.34          smokes 25.00           0
## 4786          Rural             68.27    never smoked 25.00           0
## 4787          Rural             92.86    never smoked 28.00           0
## 4788          Rural             96.77 formerly smoked 27.00           0
## 4789          Rural             89.24         Unknown 25.00           0
## 4790          Rural             89.32 formerly smoked 27.00           0
## 4791          Rural            107.06          smokes 28.00           0
## 4792          Urban             65.63          smokes 27.00           0
## 4793          Urban            123.66         Unknown 26.00           0
## 4794          Rural             63.82          smokes 23.00           0
## 4795          Rural            108.06         Unknown 23.00           0
## 4796          Rural            136.18         Unknown 26.00           0
## 4797          Urban             71.29    never smoked 25.00           0
## 4798          Rural             76.58    never smoked 27.00           0
## 4799          Rural            119.58    never smoked 23.00           0
## 4800          Urban            109.30         Unknown 24.00           0
## 4801          Urban            111.94    never smoked 28.00           0
## 4802          Urban             81.64    never smoked 26.00           0
## 4803          Rural             97.64         Unknown 26.00           0
## 4804          Rural            110.32    never smoked 24.00           0
## 4805          Rural             79.00    never smoked 27.00           0
## 4806          Urban             95.08    never smoked 26.00           0
## 4807          Urban            137.27    never smoked 28.00           0
## 4808          Urban             57.83          smokes 24.00           0
## 4809          Rural             84.08    never smoked 20.65           0
## 4810          Urban            234.51 formerly smoked 26.00           0
## 4811          Urban            142.64          smokes 28.89           0
## 4812          Rural             69.77    never smoked 27.00           0
## 4813          Urban             71.40          smokes 28.00           0
## 4814          Urban             79.61         Unknown 23.00           0
## 4815          Rural             77.46         Unknown 27.00           0
## 4816          Urban             96.85         Unknown 28.00           0
## 4817          Urban            182.22 formerly smoked 24.00           0
## 4818          Urban             67.26 formerly smoked 26.56           0
## 4819          Rural             60.02 formerly smoked 28.00           0
## 4820          Urban            113.45    never smoked 23.00           0
## 4821          Urban            112.31         Unknown 28.00           0
## 4822          Rural             68.53    never smoked 28.00           0
## 4823          Rural             57.15    never smoked 26.00           0
## 4824          Rural            214.73    never smoked 23.00           0
## 4825          Rural             91.82         Unknown 26.00           0
## 4826          Urban             71.80         Unknown 25.00           0
## 4827          Urban             63.41 formerly smoked 25.00           0
## 4828          Urban            106.24    never smoked 21.28           0
## 4829          Rural             83.01          smokes 27.00           0
## 4830          Rural             67.92 formerly smoked 24.00           0
## 4831          Rural             74.99          smokes 28.00           0
## 4832          Rural             75.22         Unknown 28.00           0
## 4833          Urban             61.88    never smoked 25.00           0
## 4834          Urban             65.67          smokes 23.00           0
## 4835          Urban            110.18          smokes 28.00           0
## 4836          Rural            119.30 formerly smoked 25.00           0
## 4837          Rural            208.69         Unknown 25.00           0
## 4838          Rural             95.18          smokes 24.00           0
## 4839          Urban            107.72         Unknown 23.00           0
## 4840          Rural             83.27         Unknown 23.00           0
## 4841          Rural             90.29         Unknown 27.00           0
## 4842          Urban             81.87         Unknown 27.00           0
## 4843          Urban            153.31         Unknown 26.00           0
## 4844          Rural            101.46         Unknown 28.00           0
## 4845          Urban             72.49         Unknown 23.00           0
## 4846          Rural             86.58    never smoked 23.00           0
## 4847          Urban            113.26    never smoked 24.00           0
## 4848          Urban             84.92    never smoked 23.00           0
## 4849          Urban            128.17         Unknown 25.00           0
## 4850          Rural             93.93 formerly smoked 25.00           0
## 4851          Urban             99.87         Unknown 23.00           0
## 4852          Urban            129.31 formerly smoked 27.00           0
## 4853          Urban             89.43 formerly smoked 27.00           0
## 4854          Rural            101.60    never smoked 20.20           0
## 4855          Rural             66.55          smokes 27.00           0
## 4856          Rural            231.72 formerly smoked 26.00           0
## 4857          Urban             96.69         Unknown 26.87           0
## 4858          Rural            102.13    never smoked 24.00           0
## 4859          Urban            100.88          smokes 28.00           0
## 4860          Rural             66.22         Unknown 28.00           0
## 4861          Urban            109.33         Unknown 26.00           0
## 4862          Urban            206.53          smokes 27.00           0
## 4863          Rural             83.91         Unknown 28.00           0
## 4864          Urban             67.92    never smoked 25.00           0
## 4865          Rural             73.48         Unknown 25.00           0
## 4866          Rural            101.31         Unknown 27.00           0
## 4867          Urban            103.66          smokes 28.00           0
## 4868          Urban             70.73 formerly smoked 26.00           0
## 4869          Rural             77.45 formerly smoked 25.00           0
## 4870          Urban            193.80    never smoked 24.00           0
## 4871          Rural            114.34    never smoked 24.00           0
## 4872          Urban             69.25         Unknown 25.00           0
## 4873          Rural             88.44         Unknown 28.00           0
## 4874          Rural             84.09 formerly smoked 25.00           0
## 4875          Urban             87.06    never smoked 25.00           0
## 4876          Rural             92.64    never smoked 25.00           0
## 4877          Urban             99.36          smokes 24.00           0
## 4878          Rural            135.63 formerly smoked 27.00           0
## 4879          Rural             82.44         Unknown 26.00           0
## 4880          Urban             81.88         Unknown 28.00           0
## 4881          Urban             95.44          smokes 27.00           0
## 4882          Urban             72.71    never smoked 23.00           0
## 4883          Urban             65.45    never smoked 28.00           0
## 4884          Urban            203.01    never smoked 24.00           0
## 4885          Urban            110.84          smokes 24.00           0
## 4886          Urban             83.12         Unknown 28.00           0
## 4887          Rural             55.12    never smoked 24.00           0
## 4888          Rural            105.91    never smoked 27.00           0
## 4889          Rural             61.57 formerly smoked 26.00           0
## 4890          Urban             83.10          smokes 24.00           0
## 4891          Urban             66.32    never smoked 28.00           0
## 4892          Urban             72.56    never smoked 25.00           0
## 4893          Rural             97.99          smokes 27.00           0
## 4894          Urban             63.27    never smoked 25.00           0
## 4895          Urban             79.60    never smoked 26.00           0
## 4896          Rural            177.56    never smoked 27.00           0
## 4897          Rural             81.31    never smoked 25.00           0
## 4898          Rural             59.91    never smoked 24.00           0
## 4899          Rural            132.85    never smoked 26.00           0
## 4900          Rural            198.84 formerly smoked 24.00           0
## 4901          Urban             77.12         Unknown 27.00           0
## 4902          Urban             87.17    never smoked 25.00           0
## 4903          Rural             96.03         Unknown 23.00           0
## 4904          Rural             83.56         Unknown 26.00           0
## 4905          Rural             80.93         Unknown 27.00           0
## 4906          Rural             84.54          smokes 26.00           0
## 4907          Urban             70.51    never smoked 24.56           0
## 4908          Rural             56.87 formerly smoked 28.00           0
## 4909          Urban             67.55         Unknown 25.00           0
## 4910          Urban            243.52          smokes 23.00           0
## 4911          Urban            108.63         Unknown 28.00           0
## 4912          Rural             69.06          smokes 28.00           0
## 4913          Urban             73.89 formerly smoked 24.00           0
## 4914          Urban             84.49    never smoked 25.00           0
## 4915          Urban             73.71    never smoked 23.00           0
## 4916          Urban            129.01         Unknown 27.00           0
## 4917          Urban             72.96          smokes 24.00           0
## 4918          Rural            110.23         Unknown 24.00           0
## 4919          Rural             79.49         Unknown 26.00           0
## 4920          Urban             89.33    never smoked 21.18           0
## 4921          Rural             68.38         Unknown 28.00           0
## 4922          Rural            238.27          smokes 27.43           0
## 4923          Urban            135.79 formerly smoked 23.00           0
## 4924          Rural             82.19    never smoked 24.00           0
## 4925          Urban             93.20          smokes 24.00           0
## 4926          Urban            208.31 formerly smoked 26.00           0
## 4927          Rural            111.33    never smoked 24.16           0
## 4928          Rural             69.84         Unknown 28.00           0
## 4929          Rural            121.71    never smoked 24.00           0
## 4930          Urban             80.08         Unknown 25.00           0
## 4931          Urban             84.40         Unknown 25.00           0
## 4932          Rural             98.61          smokes 24.00           0
## 4933          Urban             86.61          smokes 28.00           0
## 4934          Urban             80.44    never smoked 23.00           0
## 4935          Rural            107.02         Unknown 24.00           0
## 4936          Rural             97.23    never smoked 25.00           0
## 4937          Rural             91.21 formerly smoked 26.00           0
## 4938          Urban            103.69          smokes 27.00           0
## 4939          Urban             74.12 formerly smoked 26.00           0
## 4940          Urban             71.08    never smoked 27.00           0
## 4941          Urban             58.39    never smoked 24.00           0
## 4942          Rural            176.34    never smoked 25.00           0
## 4943          Rural             73.76    never smoked 25.00           0
## 4944          Rural             67.21 formerly smoked 25.00           0
## 4945          Urban             87.98         Unknown 26.00           0
## 4946          Urban             94.23         Unknown 25.00           0
## 4947          Rural            111.36    never smoked 28.00           0
## 4948          Urban             84.07          smokes 19.03           0
## 4949          Urban            117.31    never smoked 28.00           0
## 4950          Urban             84.94    never smoked 27.00           0
## 4951          Urban             68.86    never smoked 27.00           0
## 4952          Urban            132.88    never smoked 25.00           0
## 4953          Rural            211.83    never smoked 27.00           0
## 4954          Rural            124.92         Unknown 28.00           0
## 4955          Urban             57.42    never smoked 23.00           0
## 4956          Urban            215.69 formerly smoked 25.00           0
## 4957          Urban            154.67    never smoked 23.00           0
## 4958          Urban             67.66    never smoked 23.00           0
## 4959          Rural            153.48    never smoked 24.00           0
## 4960          Urban             62.63    never smoked 26.00           0
## 4961          Urban             77.93          smokes 23.00           0
## 4962          Rural             80.30         Unknown 26.00           0
## 4963          Urban            106.69         Unknown 23.00           0
## 4964          Urban             83.07 formerly smoked 26.00           0
## 4965          Urban            140.14    never smoked 25.00           0
## 4966          Urban             92.65    never smoked 26.00           0
## 4967          Urban            111.37 formerly smoked 26.00           0
## 4968          Rural             99.00    never smoked 26.00           0
## 4969          Rural             78.24         Unknown 26.00           0
## 4970          Rural             83.88    never smoked 23.00           0
## 4971          Urban             86.21          smokes 24.00           0
## 4972          Urban             57.06    never smoked 25.00           0
## 4973          Rural            112.25         Unknown 24.00           0
## 4974          Urban             81.06          smokes 24.00           0
## 4975          Urban            104.37    never smoked 28.00           0
## 4976          Urban            124.31         Unknown 23.00           0
## 4977          Urban            101.95 formerly smoked 28.00           0
## 4978          Rural            116.95    never smoked 24.00           0
## 4979          Urban             99.76         Unknown 26.00           0
## 4980          Urban            105.48         Unknown 27.00           0
## 4981          Urban            100.60    never smoked 26.00           0
## 4982          Urban             65.05         Unknown 26.00           0
## 4983          Rural             75.90    never smoked 26.00           0
## 4984          Rural            267.60    never smoked 26.00           0
## 4985          Urban            215.07          smokes 24.22           0
## 4986          Urban            109.03         Unknown 24.00           0
## 4987          Rural            225.35          smokes 24.00           0
## 4988          Rural            196.26         Unknown 25.00           0
## 4989          Urban             95.42 formerly smoked 25.00           0
## 4990          Rural            123.04         Unknown 28.00           0
## 4991          Urban             85.88         Unknown 23.00           0
## 4992          Rural            107.43    never smoked 23.00           0
## 4993          Rural             56.85    never smoked 28.00           0
## 4994          Rural            102.15         Unknown 23.00           0
## 4995          Rural             88.68    never smoked 28.00           0
## 4996          Urban            182.52         Unknown 25.00           0
## 4997          Urban             93.97    never smoked 27.00           0
## 4998          Urban            104.03         Unknown 24.00           0
## 4999          Rural             67.99    never smoked 28.00           0
## 5000          Rural             83.37         Unknown 27.00           0
## 5001          Rural            124.66    never smoked 24.00           0
## 5002          Rural            212.87    never smoked 24.00           0
## 5003          Urban             96.75 formerly smoked 27.00           0
## 5004          Urban             63.28         Unknown 25.00           0
## 5005          Urban             82.64         Unknown 24.00           0
## 5006          Rural             71.34    never smoked 23.00           0
## 5007          Rural            183.43 formerly smoked 26.00           0
## 5008          Urban            101.19 formerly smoked 26.00           0
## 5009          Rural             88.51    never smoked 26.00           0
## 5010          Rural            126.85 formerly smoked 28.00           0
## 5011          Urban             74.17 formerly smoked 25.00           0
## 5012          Urban             76.04          smokes 26.00           0
## 5013          Urban             73.87          smokes 24.00           0
## 5014          Rural             99.07    never smoked 24.00           0
## 5015          Urban             82.93 formerly smoked 23.00           0
## 5016          Rural            133.24          smokes 25.00           0
## 5017          Urban             69.88    never smoked 25.00           0
## 5018          Rural             69.12         Unknown 24.00           0
## 5019          Rural             86.05 formerly smoked 26.00           0
## 5020          Urban            185.27    never smoked 28.00           0
## 5021          Urban             97.46         Unknown 24.00           0
## 5022          Urban             81.90    never smoked 23.00           0
## 5023          Rural             99.58         Unknown 27.00           0
## 5024          Rural            124.54    never smoked 23.00           0
## 5025          Rural            153.34    never smoked 28.00           0
## 5026          Urban            112.35         Unknown 27.00           0
## 5027          Urban            160.76          smokes 23.00           0
## 5028          Rural             73.29    never smoked 25.00           0
## 5029          Urban            108.08         Unknown 28.00           0
## 5030          Urban            206.49    never smoked 24.00           0
## 5031          Rural             77.42    never smoked 24.00           0
## 5032          Rural            117.59    never smoked 26.00           0
## 5033          Rural             61.94         Unknown 25.00           0
## 5034          Urban            116.68 formerly smoked 30.53           0
## 5035          Urban            253.86 formerly smoked 25.00           0
## 5036          Urban            203.36 formerly smoked 27.00           0
## 5037          Rural            125.87    never smoked 24.00           0
## 5038          Rural             64.09    never smoked 25.00           0
## 5039          Urban             65.33         Unknown 27.00           0
## 5040          Rural             70.15 formerly smoked 27.00           0
## 5041          Urban             96.84         Unknown 24.00           0
## 5042          Rural            175.92          smokes 23.00           0
## 5043          Rural            100.65 formerly smoked 28.00           0
## 5044          Rural            112.39         Unknown 26.00           0
## 5045          Rural             81.10    never smoked 26.00           0
## 5046          Rural             98.30    never smoked 28.00           0
## 5047          Urban             89.68         Unknown 26.00           0
## 5048          Urban             95.16 formerly smoked 23.00           0
## 5049          Urban            191.15          smokes 23.00           0
## 5050          Rural             91.04    never smoked 25.00           0
## 5051          Urban            101.87         Unknown 23.00           0
## 5052          Rural             96.86    never smoked 24.00           0
## 5053          Urban             91.05         Unknown 26.00           0
## 5054          Urban             55.84    never smoked 24.00           0
## 5055          Urban             84.04    never smoked 25.00           0
## 5056          Urban             92.06          smokes 26.00           0
## 5057          Urban             89.61 formerly smoked 27.00           0
## 5058          Urban             69.92    never smoked 27.00           0
## 5059          Rural             89.29    never smoked 24.00           0
## 5060          Rural            120.23         Unknown 26.00           0
## 5061          Urban             60.22 formerly smoked 27.00           0
## 5062          Urban            223.78    never smoked 24.00           0
## 5063          Rural            211.58    never smoked 23.00           0
## 5064          Urban            179.38         Unknown 24.00           0
## 5065          Rural            193.88         Unknown 28.00           0
## 5066          Urban             89.01    never smoked 27.00           0
## 5067          Urban            118.41    never smoked 26.00           0
## 5068          Urban            138.51    never smoked 24.00           0
## 5069          Urban            120.03 formerly smoked 26.00           0
## 5070          Urban             91.01    never smoked 25.00           0
## 5071          Urban             61.98         Unknown 23.00           0
## 5072          Rural            135.32         Unknown 25.00           0
## 5073          Rural             58.72          smokes 25.00           0
## 5074          Urban             90.42    never smoked 25.00           0
## 5075          Urban            104.00          smokes 23.00           0
## 5076          Urban            102.50         Unknown 25.00           0
## 5077          Rural            174.37    never smoked 28.00           0
## 5078          Rural            106.56         Unknown 26.00           0
## 5079          Urban             76.31         Unknown 23.00           0
## 5080          Urban             77.28         Unknown 23.00           0
## 5081          Urban             90.52    never smoked 23.00           0
## 5082          Rural            108.35 formerly smoked 26.00           0
## 5083          Rural             72.03          smokes 26.00           0
## 5084          Urban             90.57         Unknown 27.00           0
## 5085          Rural             97.04          smokes 23.00           0
## 5086          Urban             83.89 formerly smoked 23.00           0
## 5087          Urban            152.56         Unknown 25.00           0
## 5088          Rural             75.93 formerly smoked 25.00           0
## 5089          Urban             76.89         Unknown 24.00           0
## 5090          Rural             62.13         Unknown 28.00           0
## 5091          Rural            100.85          smokes 27.00           0
## 5092          Rural             95.05    never smoked 23.00           0
## 5093          Urban             82.35    never smoked 26.00           0
## 5094          Rural             95.02          smokes 27.00           0
## 5095          Urban             82.38         Unknown 27.00           0
## 5096          Rural             79.15         Unknown 24.00           0
## 5097          Rural             76.62    never smoked 27.00           0
## 5098          Urban             91.68         Unknown 23.00           0
## 5099          Urban             71.88         Unknown 25.00           0
## 5100          Rural             83.94          smokes 28.52           0
## 5101          Rural             71.97    never smoked 25.00           0
## 5102          Urban             97.95         Unknown 28.00           0
## 5103          Rural             77.93    never smoked 25.00           0
## 5104          Urban             82.85         Unknown 22.51           0
## 5105          Rural            103.08         Unknown 29.38           0
## 5106          Urban             83.75    never smoked 25.00           0
## 5107          Urban            125.20    never smoked 25.00           0
## 5108          Rural             82.99    never smoked 23.00           0
## 5109          Rural            166.29 formerly smoked 27.00           0
## 5110          Urban             85.28         Unknown 23.00           0

new_st_model2_no_outliers$probability <- as.factor(new_st_model2_no_outliers$probability)

str(new_st_model2_no_outliers$probability)

##  Factor w/ 2 levels "0","1": 1 1 1 1 1 1 1 1 1 1 ...

str(new_st_model2_no_outliers$stroke)

##  Factor w/ 2 levels "0","1": 2 2 2 2 2 2 2 2 2 2 ...

#Confusion Matrix
confusionMatrix(new_st_model2_no_outliers$stroke, new_st_model2_no_outliers$probability)

## Confusion Matrix and Statistics
## 
##           Reference
## Prediction    0    1
##          0 4860    1
##          1  228    1
##                                          
##                Accuracy : 0.955          
##                  95% CI : (0.949, 0.9605)
##     No Information Rate : 0.9996         
##     P-Value [Acc > NIR] : 1              
##                                          
##                   Kappa : 0.0079         
##                                          
##  Mcnemar's Test P-Value : <2e-16         
##                                          
##             Sensitivity : 0.955189       
##             Specificity : 0.500000       
##          Pos Pred Value : 0.999794       
##          Neg Pred Value : 0.004367       
##              Prevalence : 0.999607       
##          Detection Rate : 0.954813       
##    Detection Prevalence : 0.955010       
##       Balanced Accuracy : 0.727594       
##                                          
##        'Positive' Class : 0              
##

#Balance accuracy of model-2 is 72%

**OBSERVATION: Balance accuracy of model-2 is 72%

Returns: Confusion matrix of model 3

#CONFUSION MATRIX OF MODEL3
new_st_model2_no_outliers$probability <- predict(strokemodel_3, new_st_model2_no_outliers, type="response")

new_st_model2_no_outliers$probability <- ifelse(new_st_model2_no_outliers$probability>0.47,1,0)
print(new_st_model2_no_outliers)

##      stroke gender   age hypertension heart_disease ever_married     work_type
## 1         1   Male 67.00            0           Yes          Yes       Private
## 2         1 Female 61.00            0            No          Yes Self-employed
## 3         1   Male 80.00            0           Yes          Yes       Private
## 4         1 Female 49.00            0            No          Yes       Private
## 5         1 Female 79.00            1            No          Yes Self-employed
## 6         1   Male 81.00            0            No          Yes       Private
## 7         1   Male 74.00            1           Yes          Yes       Private
## 8         1 Female 69.00            0            No           No       Private
## 9         1 Female 59.00            0            No          Yes       Private
## 10        1 Female 78.00            0            No          Yes       Private
## 11        1 Female 81.00            1            No          Yes       Private
## 13        1 Female 54.00            0            No          Yes       Private
## 14        1   Male 78.00            0           Yes          Yes       Private
## 15        1 Female 79.00            0           Yes          Yes       Private
## 16        1 Female 50.00            1            No          Yes Self-employed
## 17        1   Male 64.00            0           Yes          Yes       Private
## 18        1   Male 75.00            1            No          Yes       Private
## 19        1 Female 60.00            0            No           No       Private
## 21        1 Female 71.00            0            No          Yes      Govt_job
## 23        1 Female 79.00            0            No          Yes Self-employed
## 24        1   Male 82.00            0           Yes          Yes       Private
## 25        1   Male 71.00            0            No          Yes       Private
## 26        1   Male 80.00            0            No          Yes Self-employed
## 27        1 Female 65.00            0            No          Yes       Private
## 28        1   Male 58.00            0            No          Yes       Private
## 29        1   Male 69.00            0           Yes          Yes Self-employed
## 30        1   Male 59.00            0            No          Yes       Private
## 32        1   Male 42.00            0            No          Yes       Private
## 33        1 Female 82.00            1            No          Yes Self-employed
## 34        1   Male 80.00            0           Yes          Yes Self-employed
## 36        1 Female 82.00            1           Yes           No       Private
## 37        1   Male 74.00            0            No          Yes       Private
## 38        1 Female 72.00            1            No          Yes       Private
## 40        1 Female 49.00            0            No          Yes       Private
## 41        1   Male 78.00            0            No          Yes       Private
## 42        1   Male 54.00            0            No          Yes       Private
## 43        1   Male 82.00            0           Yes          Yes       Private
## 44        1 Female 63.00            0            No          Yes       Private
## 45        1   Male 60.00            1            No          Yes      Govt_job
## 46        1   Male 76.00            1            No          Yes       Private
## 48        1 Female 58.00            0            No          Yes       Private
## 49        1   Male 81.00            0            No          Yes Self-employed
## 51        1 Female 76.00            0            No           No       Private
## 52        1   Male 78.00            1            No          Yes       Private
## 53        1 Female 79.00            0           Yes          Yes       Private
## 54        1 Female 77.00            1            No          Yes Self-employed
## 55        1 Female 63.00            0            No          Yes      Govt_job
## 56        1   Male 63.00            0           Yes          Yes       Private
## 57        1 Female 82.00            0            No          Yes       Private
## 58        1   Male 78.00            0            No          Yes       Private
## 59        1   Male 73.00            1            No          Yes Self-employed
## 60        1 Female 54.00            1            No          Yes      Govt_job
## 61        1 Female 56.00            0            No          Yes       Private
## 62        1 Female 80.00            1            No          Yes       Private
## 63        1 Female 67.00            1            No          Yes Self-employed
## 64        1 Female 45.00            0            No          Yes       Private
## 65        1   Male 75.00            0            No          Yes       Private
## 66        1   Male 78.00            1            No           No       Private
## 67        1 Female 70.00            0            No          Yes       Private
## 68        1   Male 76.00            0            No          Yes       Private
## 69        1   Male 59.00            0            No          Yes       Private
## 70        1 Female 80.00            1            No          Yes Self-employed
## 71        1 Female 76.00            0            No          Yes      Govt_job
## 72        1 Female 67.00            1            No          Yes       Private
## 73        1 Female 66.00            1            No          Yes      Govt_job
## 74        1   Male 63.00            0            No          Yes       Private
## 75        1 Female 52.00            0            No          Yes       Private
## 76        1 Female 80.00            0           Yes          Yes Self-employed
## 77        1   Male 80.00            1            No          Yes       Private
## 78        1 Female 79.00            0            No          Yes       Private
## 79        1 Female 51.00            0            No          Yes       Private
## 81        1   Male 59.00            0            No          Yes       Private
## 82        1 Female 66.00            0            No          Yes Self-employed
## 83        1 Female 79.00            0            No           No       Private
## 84        1 Female 68.00            1            No           No Self-employed
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## 86        1   Male 54.00            0            No          Yes       Private
## 87        1   Male 61.00            0           Yes          Yes       Private
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## 93        1 Female 57.00            0            No           No Self-employed
## 94        1 Female 80.00            1            No          Yes Self-employed
## 95        1   Male 45.00            0            No          Yes       Private
## 96        1 Female 78.00            0            No          Yes       Private
## 97        1 Female 70.00            0            No          Yes Self-employed
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## 100       1 Female 69.00            0            No          Yes      Govt_job
## 102       1 Female 77.00            0            No          Yes      Govt_job
## 103       1 Female 74.00            0            No          Yes       Private
## 104       1 Female 81.00            0           Yes          Yes Self-employed
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## 106       1   Male 58.00            0            No          Yes       Private
## 107       1 Female 50.00            1            No          Yes       Private
## 108       1 Female 54.00            0            No          Yes Self-employed
## 109       1 Female 79.00            0            No          Yes       Private
## 110       1 Female 53.00            0            No          Yes      Govt_job
## 111       1   Male 79.00            0           Yes          Yes       Private
## 112       1   Male 80.00            0           Yes          Yes       Private
## 113       1 Female 76.00            0            No          Yes Self-employed
## 114       1 Female 45.00            0            No          Yes       Private
## 117       1   Male 61.00            1            No          Yes Self-employed
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## 120       1 Female 77.00            0            No          Yes       Private
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## 126       1 Female 72.00            0            No          Yes      Govt_job
## 127       1   Male 78.00            1            No          Yes Self-employed
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## 129       1   Male 82.00            0            No          Yes      Govt_job
## 130       1 Female 75.00            0            No          Yes      Govt_job
## 131       1 Female 73.00            1            No          Yes       Private
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## 135       1 Female 68.00            1            No          Yes Self-employed
## 136       1 Female 71.00            0            No          Yes      Govt_job
## 137       1   Male 76.00            0            No          Yes       Private
## 138       1 Female 76.00            0            No          Yes       Private
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## 141       1   Male 82.00            0           Yes          Yes      Govt_job
## 142       1 Female 59.00            0            No          Yes       Private
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## 149       1 Female 57.00            1            No          Yes      Govt_job
## 150       1 Female 70.00            0           Yes          Yes       Private
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## 154       1   Male 68.00            0            No          Yes Self-employed
## 155       1 Female 55.00            0            No          Yes Self-employed
## 156       1 Female 77.00            0           Yes          Yes       Private
## 157       1 Female 50.00            0            No          Yes       Private
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## 159       1 Female 71.00            0            No          Yes Self-employed
## 160       1 Female 81.00            1            No          Yes Self-employed
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## 162       1   Male 71.00            0           Yes          Yes       Private
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## 165       1 Female 70.00            1            No          Yes Self-employed
## 166       1   Male 78.00            0            No          Yes Self-employed
## 167       1 Female 56.00            0            No          Yes      Govt_job
## 168       1   Male 79.00            1            No          Yes       Private
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## 170       1   Male 81.00            0            No          Yes Self-employed
## 171       1   Male 64.00            0            No          Yes Self-employed
## 172       1 Female 79.00            1           Yes           No Self-employed
## 173       1 Female 60.00            0            No          Yes       Private
## 174       1 Female 80.00            1            No          Yes Self-employed
## 175       1 Female 78.00            0            No          Yes Self-employed
## 176       1   Male 72.00            1            No          Yes Self-employed
## 177       1 Female 80.00            0            No          Yes       Private
## 178       1   Male 78.00            1            No          Yes Self-employed
## 179       1 Female 80.00            0            No          Yes      Govt_job
## 180       1   Male 81.00            0            No          Yes       Private
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## 187       1   Male 63.00            0           Yes          Yes Self-employed
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## 189       1   Male 82.00            0            No          Yes       Private
## 190       1   Male 61.00            0           Yes          Yes       Private
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## 193       1   Male 59.00            0            No          Yes Self-employed
## 194       1   Male 68.00            1           Yes          Yes       Private
## 195       1 Female 72.00            0            No          Yes       Private
## 196       1   Male 59.00            0            No          Yes       Private
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## 201       1   Male 74.00            0            No          Yes       Private
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## 203       1 Female 77.00            0            No          Yes Self-employed
## 204       1 Female 78.00            0            No          Yes Self-employed
## 205       1   Male 54.00            0            No          Yes      Govt_job
## 206       1 Female 78.00            0            No          Yes       Private
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## 209       1   Male 78.00            1            No          Yes Self-employed
## 210       1 Female 63.00            0            No          Yes      Govt_job
## 211       1 Female 39.00            0            No          Yes       Private
## 212       1 Female 51.00            0            No          Yes      Govt_job
## 213       1   Male 63.00            0            No          Yes       Private
## 214       1 Female 48.00            0            No          Yes       Private
## 215       1 Female 81.00            0            No          Yes Self-employed
## 216       1 Female 79.00            0           Yes           No       Private
## 217       1   Male 78.00            0            No          Yes Self-employed
## 218       1 Female 55.00            1           Yes          Yes       Private
## 219       1 Female 76.00            1           Yes          Yes Self-employed
## 220       1   Male 73.00            0           Yes          Yes      Govt_job
## 221       1   Male 81.00            1           Yes          Yes       Private
## 222       1   Male 79.00            0            No          Yes       Private
## 223       1 Female 63.00            0            No          Yes      Govt_job
## 226       1 Female 57.00            0           Yes          Yes       Private
## 227       1 Female 81.00            0            No          Yes       Private
## 228       1   Male 74.00            0            No          Yes Self-employed
## 230       1 Female 80.00            1            No           No       Private
## 231       1 Female 81.00            0            No          Yes Self-employed
## 232       1 Female 79.00            0            No          Yes       Private
## 233       1 Female 73.00            0            No          Yes Self-employed
## 234       1 Female 77.00            1            No          Yes Self-employed
## 235       1   Male 78.00            0            No          Yes Self-employed
## 236       1 Female 68.00            0            No          Yes       Private
## 237       1   Male 57.00            0            No          Yes       Private
## 238       1   Male 77.00            0            No          Yes Self-employed
## 239       1 Female 51.00            1            No          Yes       Private
## 240       1   Male 60.00            0           Yes          Yes       Private
## 241       1   Male 66.00            0            No          Yes       Private
## 242       1   Male 57.00            0            No          Yes       Private
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## 244       1 Female 68.00            1           Yes          Yes       Private
## 245       1   Male 57.00            0            No          Yes       Private
## 247       1 Female 75.00            0            No          Yes Self-employed
## 248       1   Male 71.00            1            No          Yes Self-employed
## 249       1 Female 78.00            0            No          Yes       Private
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## 252       0 Female  8.00            0            No           No       Private
## 253       0 Female 70.00            0            No          Yes       Private
## 254       0   Male 14.00            0            No           No  Never_worked
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## 256       0 Female 52.00            0            No          Yes       Private
## 257       0 Female 75.00            0           Yes          Yes Self-employed
## 258       0 Female 32.00            0            No          Yes       Private
## 259       0 Female 74.00            1            No          Yes Self-employed
## 260       0 Female 79.00            0            No          Yes      Govt_job
## 261       0   Male 79.00            0           Yes          Yes       Private
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## 263       0 Female 37.00            0            No          Yes       Private
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## 265       0   Male 35.00            0            No           No       Private
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## 268       0 Female 44.00            0            No          Yes      Govt_job
## 269       0 Female 79.00            0           Yes          Yes Self-employed
## 270       0 Female 65.00            1            No          Yes       Private
## 271       0 Female 57.00            1            No          Yes       Private
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## 276       0 Female 67.00            0            No          Yes      Govt_job
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## 280       0   Male 27.00            0            No          Yes Self-employed
## 281       0 Female 47.00            0            No          Yes       Private
## 282       0   Male 58.00            1            No           No       Private
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## 284       0 Female 58.00            0            No          Yes       Private
## 285       0   Male 14.00            0            No           No      Govt_job
## 286       0 Female 32.00            0            No          Yes       Private
## 287       0 Female 23.00            0            No           No       Private
## 288       0 Female 55.00            0            No          Yes       Private
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## 292       0   Male  4.00            0            No           No      children
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## 295       0 Female 22.00            0            No           No       Private
## 296       0 Female 45.00            0            No          Yes      Govt_job
## 297       0 Female 66.00            0            No          Yes       Private
## 298       0   Male 58.00            1            No          Yes      Govt_job
## 299       0   Male 69.00            0            No          Yes Self-employed
## 300       0 Female 58.00            0            No          Yes       Private
## 301       0 Female 53.00            0            No          Yes Self-employed
## 302       0 Female 78.00            0            No           No Self-employed
## 303       0   Male 44.00            0            No          Yes       Private
## 304       0   Male 66.00            0            No          Yes       Private
## 305       0   Male 27.00            0            No          Yes       Private
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## 308       0   Male 51.00            0            No          Yes      Govt_job
## 309       0 Female 30.00            0            No          Yes       Private
## 310       0   Male 46.00            0            No          Yes Self-employed
## 311       0 Female 43.00            0            No          Yes Self-employed
## 312       0 Female 79.00            0            No          Yes       Private
## 313       0 Female 27.00            0            No          Yes       Private
## 314       0 Female 38.00            0            No          Yes       Private
## 315       0 Female 78.00            1            No          Yes       Private
## 316       0   Male 57.00            0           Yes          Yes       Private
## 317       0   Male 61.00            0            No          Yes Self-employed
## 318       0 Female 37.00            1            No          Yes Self-employed
## 319       0 Female 48.00            0            No          Yes       Private
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## 321       0   Male 22.00            0            No           No       Private
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## 323       0 Female 22.00            0            No           No       Private
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## 325       0   Male 27.00            0            No           No      Govt_job
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## 330       0 Female 18.00            0            No           No       Private
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## 332       0 Female 78.00            1            No          Yes       Private
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## 334       0 Female 52.00            0            No          Yes       Private
## 335       0 Female 51.00            0            No          Yes Self-employed
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## 337       0 Female 48.00            0            No          Yes       Private
## 338       0 Female 82.00            0           Yes           No       Private
## 339       0 Female 54.00            0            No          Yes      Govt_job
## 340       0 Female 49.00            0            No          Yes       Private
## 341       0 Female 24.00            0            No          Yes       Private
## 342       0 Female 37.00            0            No          Yes       Private
## 343       0   Male 34.00            0           Yes          Yes       Private
## 344       0   Male 64.00            0            No          Yes      Govt_job
## 345       0 Female 66.00            0            No          Yes Self-employed
## 346       0 Female 23.00            0            No           No       Private
## 347       0   Male 68.00            0            No          Yes       Private
## 348       0 Female 55.00            0            No          Yes      Govt_job
## 349       0 Female 25.00            0            No           No       Private
## 350       0 Female 48.00            0            No           No      Govt_job
## 351       0 Female 79.00            1           Yes          Yes Self-employed
## 352       0 Female 47.00            0            No          Yes       Private
## 353       0 Female 20.00            0            No           No       Private
## 354       0 Female 60.00            0            No          Yes       Private
## 355       0 Female 32.00            0            No          Yes       Private
## 356       0 Female 66.00            1            No          Yes       Private
## 357       0   Male 43.00            0            No          Yes       Private
## 358       0 Female 36.00            0            No           No      Govt_job
## 359       0   Male 52.00            0            No          Yes Self-employed
## 360       0 Female 29.00            0            No          Yes       Private
## 361       0 Female 76.00            1            No          Yes Self-employed
## 362       0 Female 39.00            0            No          Yes Self-employed
## 363       0   Male 76.00            0            No          Yes       Private
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## 367       0 Female 43.00            0            No          Yes Self-employed
## 368       0 Female 57.00            0            No           No Self-employed
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## 371       0   Male 44.00            0            No          Yes       Private
## 372       0 Female 18.00            0            No           No       Private
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## 374       0 Female 23.00            0            No          Yes       Private
## 375       0 Female 53.00            0            No          Yes      Govt_job
## 376       0   Male 56.00            0            No          Yes      Govt_job
## 377       0 Female  0.88            0            No           No      children
## 378       0   Male 25.00            0            No           No       Private
## 379       0 Female 14.00            0            No           No      children
## 380       0 Female 53.00            0            No          Yes       Private
## 381       0   Male  4.00            0            No           No      children
## 382       0 Female 39.00            0            No          Yes       Private
## 383       0   Male 53.00            1           Yes          Yes      Govt_job
## 384       0   Male  5.00            0            No           No      children
## 385       0   Male  4.00            0            No           No      children
## 386       0 Female 37.00            0            No          Yes       Private
## 387       0   Male 70.00            1            No          Yes Self-employed
## 388       0   Male 24.00            0            No           No       Private
## 389       0   Male 55.00            0            No          Yes      Govt_job
## 390       0 Female 70.00            0            No          Yes       Private
## 391       0   Male 34.00            0            No          Yes       Private
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## 393       0 Female 39.00            0            No          Yes       Private
## 394       0   Male 38.00            0            No           No Self-employed
## 395       0 Female 20.00            0            No           No       Private
## 396       0 Female 17.00            0            No           No       Private
## 397       0   Male 60.00            1            No          Yes       Private
## 398       0 Female 75.00            0            No          Yes Self-employed
## 399       0 Female 31.00            0            No          Yes       Private
## 400       0   Male 58.00            1            No          Yes       Private
## 401       0 Female  5.00            0            No           No      children
## 402       0 Female 13.00            0            No           No      children
## 403       0 Female 22.00            0            No           No       Private
## 404       0 Female 52.00            0            No          Yes      Govt_job
## 405       0 Female 61.00            0            No          Yes Self-employed
## 406       0 Female 78.00            0           Yes          Yes      Govt_job
## 407       0   Male 57.00            0            No          Yes       Private
## 408       0 Female 21.00            0            No          Yes       Private
## 409       0 Female 22.00            0            No          Yes       Private
## 410       0 Female 80.00            0            No          Yes       Private
## 411       0   Male  7.00            0            No           No Self-employed
## 412       0   Male 64.00            1            No          Yes Self-employed
## 413       0 Female 64.00            0            No           No      Govt_job
## 414       0 Female 38.00            0            No          Yes Self-employed
## 415       0   Male 12.00            0            No           No      children
## 416       0 Female 33.00            0            No          Yes       Private
## 417       0 Female  3.00            0            No           No      children
## 418       0 Female 37.00            0            No          Yes       Private
## 419       0 Female 22.00            0            No           No       Private
## 420       0 Female 24.00            0            No           No       Private
## 421       0   Male 75.00            0            No          Yes      Govt_job
## 422       0 Female 12.00            0            No           No      children
## 423       0   Male 63.00            0            No          Yes       Private
## 424       0 Female 52.00            0            No          Yes       Private
## 425       0 Female 68.00            0            No          Yes       Private
## 426       0 Female  5.00            0            No           No      children
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## 428       0 Female 43.00            0            No          Yes       Private
## 429       0 Female 40.00            0            No          Yes       Private
## 430       0   Male 53.00            0            No          Yes       Private
## 431       0 Female 52.00            0           Yes          Yes       Private
## 432       0   Male 31.00            0            No          Yes      Govt_job
## 433       0 Female 63.00            0            No          Yes      Govt_job
## 434       0 Female 69.00            0            No          Yes Self-employed
## 435       0   Male 64.00            0            No          Yes      Govt_job
## 436       0 Female 64.00            0            No          Yes       Private
## 437       0 Female 62.00            0            No          Yes Self-employed
## 438       0 Female  2.00            0            No           No      children
## 439       0   Male 53.00            0            No          Yes       Private
## 440       0   Male 65.00            1            No          Yes       Private
## 441       0 Female 22.00            0            No           No       Private
## 442       0 Female 26.00            0            No           No       Private
## 443       0   Male 53.00            0            No          Yes       Private
## 444       0   Male 20.00            0            No           No      Govt_job
## 445       0 Female 63.00            1            No          Yes Self-employed
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## 447       0   Male 21.00            0            No           No      Govt_job
## 448       0 Female 65.00            0            No          Yes Self-employed
## 449       0   Male 65.00            0            No          Yes       Private
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## 451       0   Male 72.00            0           Yes          Yes Self-employed
## 452       0   Male 13.00            0            No           No      children
## 453       0   Male 29.00            0            No           No       Private
## 454       0   Male 59.00            0            No          Yes Self-employed
## 455       0 Female 42.00            0            No          Yes       Private
## 456       0   Male 13.00            0            No           No       Private
## 457       0   Male 75.00            0           Yes           No       Private
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## 461       0 Female  7.00            0            No           No      children
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## 463       0 Female 44.00            0            No           No       Private
## 464       0 Female 78.00            0            No          Yes Self-employed
## 465       0   Male 25.00            0            No          Yes       Private
## 466       0   Male 69.00            0            No          Yes       Private
## 467       0 Female 61.00            1            No          Yes       Private
## 468       0 Female 43.00            1            No           No Self-employed
## 469       0 Female 38.00            1            No          Yes       Private
## 470       0   Male 68.00            0            No          Yes       Private
## 471       0   Male 26.00            0            No          Yes       Private
## 472       0 Female 18.00            0            No           No Self-employed
## 473       0 Female 43.00            0            No          Yes       Private
## 474       0 Female 43.00            0            No          Yes      Govt_job
## 475       0 Female 32.00            0            No           No       Private
## 476       0 Female 81.00            0            No           No       Private
## 477       0   Male 25.00            0            No           No       Private
## 478       0   Male 61.00            0            No          Yes      Govt_job
## 479       0 Female 66.00            0            No          Yes      Govt_job
## 480       0   Male 54.00            1            No          Yes       Private
## 481       0   Male 11.00            0            No           No      children
## 482       0 Female 53.00            0            No          Yes Self-employed
## 483       0 Female 78.00            0           Yes          Yes Self-employed
## 484       0   Male  9.00            0            No           No      children
## 485       0 Female 48.00            0            No          Yes Self-employed
## 486       0 Female 31.00            0            No          Yes       Private
## 487       0   Male 20.00            0            No           No       Private
## 488       0   Male 21.00            0            No          Yes       Private
## 489       0 Female 42.00            0            No          Yes Self-employed
## 490       0   Male 35.00            0            No          Yes       Private
## 491       0   Male 53.00            0            No           No       Private
## 492       0   Male 60.00            0            No          Yes       Private
## 493       0   Male 74.00            0            No          Yes Self-employed
## 494       0 Female 23.00            0            No           No       Private
## 495       0 Female 55.00            0            No          Yes       Private
## 496       0 Female 71.00            0            No          Yes       Private
## 497       0   Male  5.00            0            No           No      children
## 498       0 Female 14.00            0            No           No      children
## 499       0 Female 15.00            0            No           No      children
## 500       0 Female 66.00            0            No           No       Private
## 501       0 Female 56.00            0            No          Yes       Private
## 502       0 Female 60.00            0            No          Yes       Private
## 503       0 Female 57.00            0            No          Yes       Private
## 504       0   Male 29.00            0            No          Yes Self-employed
## 505       0 Female 76.00            0            No          Yes      Govt_job
## 506       0   Male 52.00            1            No          Yes       Private
## 507       0 Female 42.00            0            No          Yes       Private
## 508       0 Female 71.00            0            No          Yes       Private
## 509       0   Male 64.00            0            No          Yes       Private
## 510       0 Female 39.00            0            No          Yes       Private
## 511       0 Female 46.00            0            No          Yes       Private
## 512       0 Female 51.00            0            No          Yes       Private
## 513       0   Male 31.00            0            No          Yes       Private
## 514       0   Male 22.00            0            No           No       Private
## 515       0   Male 41.00            0            No           No      Govt_job
## 516       0 Female 28.00            0            No          Yes       Private
## 517       0 Female 44.00            0            No          Yes Self-employed
## 518       0 Female 68.00            0            No          Yes Self-employed
## 519       0   Male 49.00            0            No          Yes       Private
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## 521       0 Female 31.00            0            No          Yes       Private
## 522       0   Male 67.00            0            No          Yes Self-employed
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## 562       0   Male 67.00            0           Yes          Yes       Private
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## 572       0 Female 52.00            1            No          Yes Self-employed
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## 582       0   Male 18.00            0            No           No Self-employed
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## 597       0 Female 53.00            0            No          Yes Self-employed
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## 623       0 Female 33.00            0            No          Yes       Private
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## 626       0 Female 40.00            0            No          Yes       Private
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## 628       0 Female 66.00            0            No          Yes      Govt_job
## 629       0 Female 20.00            0            No           No      Govt_job
## 630       0 Female 51.00            0            No          Yes Self-employed
## 631       0 Female 60.00            0            No          Yes Self-employed
## 632       0   Male 59.00            0            No          Yes       Private
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## 634       0 Female 42.00            0            No          Yes      Govt_job
## 635       0   Male 28.00            0            No           No       Private
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## 638       0 Female 56.00            0            No          Yes       Private
## 639       0   Male 48.00            0            No          Yes Self-employed
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## 643       0   Male 61.00            0            No          Yes       Private
## 644       0 Female 80.00            0           Yes          Yes Self-employed
## 645       0 Female 43.00            0            No          Yes Self-employed
## 646       0   Male 53.00            0            No          Yes Self-employed
## 647       0 Female 70.00            0            No           No Self-employed
## 648       0 Female 58.00            0            No           No       Private
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## 650       0   Male 65.00            0            No          Yes      Govt_job
## 651       0 Female 54.00            0            No          Yes Self-employed
## 652       0   Male 74.00            1            No          Yes Self-employed
## 653       0 Female 56.00            0            No          Yes       Private
## 654       0 Female 79.00            0            No          Yes       Private
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## 656       0 Female 28.00            0            No          Yes       Private
## 657       0 Female  9.00            0            No           No      children
## 658       0 Female  4.00            0            No           No      children
## 659       0 Female 36.00            0            No           No Self-employed
## 660       0   Male 78.00            0            No          Yes Self-employed
## 661       0   Male 52.00            0            No           No       Private
## 662       0 Female 80.00            0            No           No Self-employed
## 663       0   Male 28.00            0            No          Yes       Private
## 664       0 Female 38.00            0            No          Yes       Private
## 665       0   Male 56.00            0            No          Yes       Private
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## 667       0   Male 76.00            1            No          Yes Self-employed
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## 669       0 Female 48.00            1            No           No       Private
## 670       0   Male 40.00            0            No          Yes      Govt_job
## 671       0   Male 82.00            0            No          Yes Self-employed
## 672       0   Male 61.00            0           Yes          Yes       Private
## 673       0 Female 17.00            0            No           No       Private
## 674       0 Female 58.00            0            No          Yes      Govt_job
## 675       0   Male 12.00            0            No           No      children
## 676       0 Female 53.00            0            No          Yes      Govt_job
## 677       0 Female 26.00            0            No          Yes       Private
## 678       0 Female 48.00            0            No          Yes       Private
## 679       0   Male 25.00            0            No          Yes       Private
## 680       0 Female 27.00            0            No           No       Private
## 681       0   Male 31.00            1            No          Yes      Govt_job
## 682       0 Female 16.00            0            No           No       Private
## 683       0   Male 20.00            0            No           No       Private
## 684       0 Female  2.00            0            No           No      children
## 685       0 Female  1.80            0            No           No      children
## 686       0   Male 28.00            0            No           No       Private
## 687       0   Male 32.00            0            No           No       Private
## 688       0 Female 35.00            0            No          Yes       Private
## 689       0 Female 52.00            1            No          Yes       Private
## 690       0 Female 55.00            1            No          Yes       Private
## 691       0 Female 42.00            0            No          Yes Self-employed
## 692       0 Female 52.00            0            No          Yes Self-employed
## 693       0 Female 18.00            0            No           No       Private
## 694       0 Female 13.00            0            No           No      children
## 695       0 Female 45.00            0            No          Yes       Private
## 696       0 Female 29.00            0            No          Yes       Private
## 697       0 Female 12.00            0            No           No      children
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## 699       0 Female 30.00            0            No          Yes       Private
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## 707       0 Female 66.00            0            No          Yes      Govt_job
## 708       0   Male 47.00            0            No          Yes       Private
## 709       0 Female 59.00            0            No          Yes       Private
## 710       0 Female 23.00            0            No           No       Private
## 711       0 Female 79.00            0            No          Yes Self-employed
## 712       0 Female 37.00            0            No           No Self-employed
## 713       0   Male 78.00            0            No          Yes       Private
## 714       0 Female 70.00            1            No          Yes       Private
## 715       0 Female 34.00            0            No           No       Private
## 716       0 Female 28.00            1            No           No       Private
## 717       0   Male 29.00            0            No           No       Private
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## 719       0 Female 22.00            0            No          Yes       Private
## 720       0   Male 56.00            0            No          Yes       Private
## 721       0 Female 81.00            0            No          Yes Self-employed
## 722       0 Female 28.00            0            No           No       Private
## 723       0   Male  9.00            0            No           No      children
## 724       0   Male 50.00            0            No          Yes       Private
## 725       0   Male 70.00            0            No          Yes       Private
## 726       0 Female 30.00            0            No           No       Private
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## 728       0   Male 24.00            0            No           No       Private
## 729       0   Male 17.00            0            No           No       Private
## 730       0 Female 43.00            0            No          Yes      Govt_job
## 731       0   Male  9.00            0            No           No      children
## 732       0   Male 50.00            0            No          Yes       Private
## 733       0 Female 49.00            0            No          Yes       Private
## 734       0   Male  6.00            0            No           No      children
## 735       0   Male 30.00            0            No          Yes Self-employed
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## 739       0 Female 79.00            0            No          Yes      Govt_job
## 740       0 Female 55.00            0            No          Yes       Private
## 741       0 Female 27.00            0            No           No       Private
## 742       0   Male 71.00            0            No          Yes       Private
## 743       0 Female  9.00            0            No           No      children
## 744       0   Male 23.00            0            No           No       Private
## 745       0 Female 71.00            1            No          Yes       Private
## 746       0 Female 56.00            0           Yes          Yes       Private
## 747       0   Male 31.00            0            No          Yes       Private
## 748       0 Female 64.00            0            No          Yes      Govt_job
## 749       0   Male 46.00            0            No          Yes Self-employed
## 750       0   Male 55.00            0            No          Yes      Govt_job
## 751       0   Male  2.00            0            No           No      children
## 752       0 Female 58.00            1            No          Yes       Private
## 753       0 Female 78.00            0            No           No       Private
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## 755       0 Female 35.00            0            No          Yes       Private
## 756       0 Female 64.00            0            No          Yes       Private
## 757       0 Female 18.00            0            No           No       Private
## 758       0   Male 19.00            0            No           No       Private
## 759       0   Male 47.00            0            No          Yes      Govt_job
## 760       0 Female 54.00            1            No           No       Private
## 761       0 Female 39.00            0            No          Yes       Private
## 762       0 Female 37.00            0            No           No       Private
## 763       0 Female 17.00            0            No           No       Private
## 764       0 Female 20.00            0            No          Yes       Private
## 765       0 Female 31.00            0            No          Yes       Private
## 766       0 Female 56.00            0            No          Yes       Private
## 767       0 Female 31.00            0            No           No       Private
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## 770       0   Male 42.00            0            No          Yes       Private
## 771       0   Male 20.00            0            No           No       Private
## 772       0   Male 22.00            0            No          Yes      Govt_job
## 773       0   Male 61.00            0            No          Yes       Private
## 774       0 Female 31.00            0            No          Yes       Private
## 775       0 Female 31.00            0            No          Yes      Govt_job
## 776       0   Male 17.00            0            No           No Self-employed
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## 779       0 Female 63.00            0            No          Yes       Private
## 780       0   Male 19.00            0            No           No       Private
## 781       0   Male  7.00            0            No           No      children
## 782       0 Female 51.00            0            No          Yes       Private
## 783       0 Female 38.00            1            No          Yes Self-employed
## 784       0   Male  2.00            0            No           No      children
## 785       0 Female 58.00            0            No          Yes       Private
## 786       0 Female 69.00            0           Yes          Yes       Private
## 787       0 Female 64.00            1            No          Yes       Private
## 788       0 Female 31.00            0            No          Yes       Private
## 789       0 Female 59.00            1            No          Yes       Private
## 790       0 Female 54.00            0            No          Yes       Private
## 791       0 Female 24.00            0            No          Yes       Private
## 792       0   Male 19.00            0            No           No       Private
## 793       0   Male 17.00            0            No           No       Private
## 794       0 Female 29.00            0            No           No       Private
## 795       0 Female 42.00            0            No          Yes       Private
## 796       0 Female 31.00            0            No          Yes      Govt_job
## 797       0 Female 29.00            0            No           No       Private
## 798       0 Female 23.00            0            No           No       Private
## 799       0 Female 25.00            0            No           No       Private
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## 801       0 Female 66.00            0            No          Yes       Private
## 802       0 Female 77.00            0            No          Yes       Private
## 803       0   Male 79.00            0            No          Yes Self-employed
## 804       0 Female 52.00            0            No          Yes       Private
## 805       0 Female 41.00            0            No          Yes       Private
## 806       0 Female 31.00            0            No           No       Private
## 807       0   Male 39.00            0            No          Yes       Private
## 808       0 Female 51.00            0            No           No      Govt_job
## 809       0 Female 40.00            0            No          Yes      Govt_job
## 810       0 Female 48.00            0            No          Yes       Private
## 811       0   Male 55.00            0            No          Yes       Private
## 812       0   Male 41.00            0            No          Yes       Private
## 813       0 Female 39.00            0            No          Yes       Private
## 814       0   Male 41.00            0            No           No      Govt_job
## 815       0 Female  5.00            0            No           No      children
## 816       0   Male 38.00            0            No          Yes      Govt_job
## 817       0   Male 40.00            1            No          Yes      Govt_job
## 818       0   Male 12.00            0            No           No      children
## 819       0   Male 20.00            0            No           No      Govt_job
## 820       0   Male 53.00            0            No          Yes       Private
## 821       0 Female 21.00            0            No           No       Private
## 822       0 Female 70.00            1            No          Yes      Govt_job
## 823       0   Male 61.00            0            No          Yes      Govt_job
## 824       0   Male 70.00            0            No          Yes      Govt_job
## 825       0 Female 38.00            0            No          Yes      Govt_job
## 826       0   Male 59.00            0            No          Yes      Govt_job
## 827       0 Female 36.00            1            No          Yes       Private
## 828       0 Female 31.00            0            No          Yes      Govt_job
## 829       0 Female 65.00            0            No          Yes      Govt_job
## 830       0   Male 61.00            1           Yes          Yes      Govt_job
## 831       0   Male  2.00            0            No           No      children
## 832       0   Male 52.00            0            No          Yes       Private
## 833       0 Female 33.00            0            No          Yes       Private
## 834       0   Male  5.00            0            No           No      children
## 835       0 Female 32.00            0            No          Yes       Private
## 836       0 Female 54.00            0            No          Yes      Govt_job
## 837       0 Female 51.00            0            No           No       Private
## 838       0 Female 39.00            0            No           No      Govt_job
## 839       0 Female 40.00            0            No          Yes       Private
## 840       0 Female 19.00            0            No          Yes       Private
## 841       0 Female  9.00            0            No           No      children
## 842       0   Male 53.00            1            No          Yes      Govt_job
## 843       0 Female 23.00            0            No           No       Private
## 844       0 Female 19.00            0            No           No Self-employed
## 845       0   Male  1.00            0            No           No      children
## 846       0 Female 48.00            0            No          Yes       Private
## 847       0   Male 71.00            0            No          Yes      Govt_job
## 848       0   Male 44.00            0            No          Yes       Private
## 849       0 Female 53.00            0            No          Yes      Govt_job
## 850       0 Female 70.00            1            No          Yes Self-employed
## 851       0 Female  1.40            0            No           No      children
## 852       0   Male 49.00            0            No          Yes       Private
## 853       0 Female 17.00            0            No           No       Private
## 854       0 Female 40.00            0            No          Yes       Private
## 855       0 Female 46.00            0            No          Yes Self-employed
## 856       0 Female 32.00            0            No          Yes       Private
## 857       0   Male  2.00            0            No           No      children
## 858       0 Female 40.00            0            No          Yes       Private
## 859       0 Female 19.00            0            No           No       Private
## 860       0   Male 43.00            0            No          Yes       Private
## 861       0 Female 46.00            0            No          Yes       Private
## 862       0   Male 71.00            0            No           No       Private
## 863       0 Female 31.00            0            No          Yes       Private
## 864       0   Male 41.00            0            No          Yes       Private
## 865       0   Male 65.00            0            No          Yes Self-employed
## 866       0   Male 52.00            0            No          Yes       Private
## 867       0 Female 20.00            0            No           No       Private
## 868       0 Female 77.00            0           Yes          Yes       Private
## 869       0 Female 51.00            0            No          Yes       Private
## 870       0 Female 37.00            0            No          Yes       Private
## 871       0   Male 49.00            0            No          Yes       Private
## 872       0 Female 62.00            1            No          Yes      Govt_job
## 873       0 Female 17.00            0            No           No       Private
## 874       0 Female 28.00            0            No          Yes       Private
## 875       0   Male 80.00            0            No          Yes       Private
## 876       0   Male 45.00            0            No          Yes       Private
## 877       0 Female 37.00            0            No          Yes       Private
## 878       0 Female  3.00            0            No           No      children
## 879       0   Male 26.00            0            No           No       Private
## 880       0 Female 71.00            0            No          Yes Self-employed
## 881       0   Male 58.00            0            No          Yes      Govt_job
## 882       0 Female 59.00            0            No          Yes      Govt_job
## 883       0   Male 74.00            1            No          Yes       Private
## 884       0   Male 17.00            0            No           No       Private
## 885       0 Female 62.00            0            No          Yes       Private
## 886       0   Male 37.00            0            No          Yes Self-employed
## 887       0 Female 19.00            0            No           No  Never_worked
## 888       0 Female 59.00            0            No          Yes       Private
## 889       0 Female 59.00            1            No          Yes       Private
## 890       0   Male 62.00            0           Yes          Yes Self-employed
## 891       0   Male 80.00            1           Yes          Yes Self-employed
## 892       0 Female 54.00            0            No          Yes       Private
## 893       0 Female 27.00            0            No           No       Private
## 894       0 Female  4.00            0            No           No      children
## 895       0   Male 81.00            1            No          Yes Self-employed
## 896       0 Female 41.00            0            No           No       Private
## 897       0   Male 27.00            0            No          Yes       Private
## 898       0 Female 51.00            1            No          Yes       Private
## 899       0 Female 59.00            0            No          Yes Self-employed
## 900       0 Female 51.00            0            No          Yes       Private
## 901       0   Male 71.00            0           Yes          Yes       Private
## 902       0   Male 48.00            0            No          Yes       Private
## 903       0 Female 49.00            0            No          Yes Self-employed
## 904       0 Female 35.00            0            No           No      Govt_job
## 905       0 Female 25.00            0            No          Yes       Private
## 906       0 Female 31.00            0            No          Yes       Private
## 907       0 Female 68.00            0            No          Yes       Private
## 908       0   Male 39.00            0            No           No       Private
## 909       0 Female 32.00            0            No           No       Private
## 910       0 Female 39.00            0            No          Yes       Private
## 911       0 Female 63.00            0            No          Yes       Private
## 912       0 Female 69.00            0            No          Yes       Private
## 913       0 Female 29.00            0            No          Yes       Private
## 914       0 Female  1.72            0            No           No      children
## 915       0 Female 58.00            0            No          Yes       Private
## 916       0 Female 32.00            0            No          Yes       Private
## 917       0   Male 63.00            0            No          Yes       Private
## 918       0   Male 57.00            0            No          Yes Self-employed
## 919       0 Female 77.00            0            No          Yes       Private
## 920       0   Male  8.00            0            No           No      children
## 921       0 Female 21.00            0            No           No      Govt_job
## 922       0 Female 16.00            0            No           No      children
## 923       0 Female  8.00            0            No           No      children
## 924       0   Male 71.00            0           Yes          Yes Self-employed
## 925       0 Female 74.00            0            No          Yes       Private
## 926       0 Female  7.00            0            No           No      children
## 927       0   Male 19.00            0            No           No       Private
## 928       0   Male 64.00            0            No          Yes       Private
## 929       0 Female 23.00            1            No           No       Private
## 930       0   Male 75.00            0           Yes          Yes Self-employed
## 931       0   Male 80.00            0            No          Yes Self-employed
## 932       0   Male 40.00            0            No          Yes       Private
## 933       0 Female 24.00            0            No           No      Govt_job
## 934       0 Female 74.00            0            No          Yes Self-employed
## 935       0 Female 52.00            0            No          Yes Self-employed
## 936       0   Male 54.00            0            No          Yes       Private
## 937       0 Female 23.00            0            No           No       Private
## 938       0   Male 19.00            0            No           No       Private
## 939       0 Female 23.00            0            No           No       Private
## 940       0   Male 13.00            0            No           No  Never_worked
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## 942       0   Male 60.00            0            No          Yes      Govt_job
## 943       0   Male 79.00            0           Yes          Yes Self-employed
## 944       0 Female 75.00            0            No          Yes       Private
## 945       0 Female 69.00            1            No          Yes Self-employed
## 946       0 Female 57.00            0            No          Yes Self-employed
## 947       0 Female 47.00            0            No          Yes       Private
## 948       0 Female 33.00            0            No          Yes       Private
## 949       0 Female 51.00            0            No          Yes Self-employed
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## 952       0   Male  1.00            0            No           No      children
## 953       0 Female 20.00            0            No           No       Private
## 954       0   Male  6.00            0            No           No      children
## 955       0   Male 50.00            0            No           No      Govt_job
## 956       0   Male 31.00            0            No          Yes       Private
## 957       0 Female 15.00            0            No           No Self-employed
## 958       0 Female  3.00            0            No           No      children
## 959       0   Male 30.00            0            No          Yes       Private
## 960       0   Male 17.00            0            No           No  Never_worked
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## 962       0 Female  5.00            0            No           No      children
## 963       0   Male 33.00            0            No           No       Private
## 964       0 Female 30.00            0            No           No       Private
## 965       0   Male 66.00            1            No          Yes       Private
## 966       0   Male 40.00            0            No           No       Private
## 967       0 Female 27.00            0            No           No       Private
## 968       0   Male 21.00            0            No           No       Private
## 969       0 Female 55.00            0            No          Yes       Private
## 970       0 Female 19.00            0            No           No       Private
## 971       0   Male 75.00            1           Yes          Yes Self-employed
## 972       0 Female 71.00            0           Yes          Yes       Private
## 973       0 Female 16.00            0            No           No       Private
## 974       0 Female 49.00            0            No           No       Private
## 975       0 Female 10.00            0            No           No      children
## 976       0 Female 37.00            0            No          Yes       Private
## 977       0   Male 59.00            0            No          Yes      Govt_job
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## 980       0   Male 34.00            0            No           No       Private
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## 983       0   Male  0.88            0            No           No      children
## 984       0   Male 50.00            0            No          Yes      Govt_job
## 985       0   Male 19.00            0            No          Yes       Private
## 986       0 Female 21.00            0            No          Yes       Private
## 987       0 Female  2.00            0            No           No      children
## 988       0 Female 37.00            0            No          Yes Self-employed
## 989       0   Male 20.00            0            No           No       Private
## 990       0   Male 50.00            0            No          Yes       Private
## 991       0   Male 61.00            1           Yes           No       Private
## 992       0   Male 48.00            0            No          Yes       Private
## 993       0   Male 82.00            0           Yes          Yes Self-employed
## 994       0   Male 64.00            0            No          Yes       Private
## 995       0 Female 50.00            0            No          Yes      Govt_job
## 996       0   Male  1.40            0            No           No      children
## 997       0   Male  0.24            0            No           No      children
## 998       0   Male 55.00            0            No          Yes       Private
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## 1001      0   Male 70.00            1            No          Yes       Private
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## 1005      0   Male 39.00            0            No          Yes      Govt_job
## 1006      0 Female 26.00            0            No           No       Private
## 1007      0 Female  6.00            0            No           No      children
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## 1010      0   Male  9.00            0            No           No      children
## 1011      0   Male 55.00            0            No          Yes       Private
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## 1013      0 Female 14.00            0            No           No      children
## 1014      0 Female 77.00            1            No          Yes Self-employed
## 1015      0 Female 50.00            0            No          Yes      Govt_job
## 1016      0   Male 49.00            0            No           No       Private
## 1017      0 Female 51.00            0            No          Yes Self-employed
## 1018      0   Male 79.00            0            No          Yes Self-employed
## 1019      0 Female 63.00            0            No          Yes Self-employed
## 1020      0 Female 66.00            0            No          Yes Self-employed
## 1021      0 Female 20.00            0            No           No       Private
## 1022      0 Female 37.00            0            No          Yes      Govt_job
## 1023      0   Male 22.00            0            No           No       Private
## 1024      0 Female 60.00            0            No          Yes      Govt_job
## 1025      0   Male 39.00            0            No          Yes       Private
## 1026      0 Female 53.00            0            No          Yes       Private
## 1027      0 Female 55.00            0            No          Yes       Private
## 1028      0 Female 63.00            0            No          Yes       Private
## 1029      0 Female 57.00            0            No          Yes       Private
## 1030      0   Male 82.00            0            No          Yes Self-employed
## 1031      0   Male 56.00            0            No          Yes       Private
## 1032      0   Male 41.00            1            No          Yes       Private
## 1033      0 Female  8.00            0            No           No      children
## 1034      0   Male 34.00            0            No           No       Private
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## 1036      0   Male 57.00            0            No          Yes       Private
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## 1038      0   Male 21.00            0            No           No       Private
## 1039      0 Female 51.00            0            No          Yes       Private
## 1040      0 Female 15.00            0            No           No       Private
## 1041      0 Female 24.00            0            No          Yes       Private
## 1042      0 Female 30.00            0            No          Yes      Govt_job
## 1043      0 Female 82.00            0            No           No Self-employed
## 1044      0 Female 62.00            0            No          Yes       Private
## 1045      0 Female 79.00            0            No          Yes      Govt_job
## 1046      0 Female 19.00            0            No           No       Private
## 1047      0   Male 45.00            0            No          Yes       Private
## 1048      0 Female  5.00            0            No           No      children
## 1049      0   Male 57.00            0           Yes          Yes       Private
## 1050      0 Female 31.00            0            No           No       Private
## 1051      0   Male 61.00            0            No          Yes       Private
## 1052      0   Male 27.00            0            No           No Self-employed
## 1053      0 Female 61.00            0            No          Yes       Private
## 1054      0 Female 53.00            0            No          Yes Self-employed
## 1055      0 Female 76.00            0            No           No Self-employed
## 1056      0   Male 57.00            0            No          Yes       Private
## 1057      0   Male  9.00            0            No           No      children
## 1058      0 Female 34.00            0            No          Yes       Private
## 1059      0   Male 51.00            1            No          Yes       Private
## 1060      0   Male 61.00            0            No          Yes       Private
## 1061      0 Female 19.00            0            No           No       Private
## 1062      0 Female 50.00            0            No          Yes       Private
## 1063      0 Female 80.00            1           Yes          Yes       Private
## 1064      0 Female 13.00            0            No           No       Private
## 1065      0   Male 55.00            0            No          Yes Self-employed
## 1066      0   Male 67.00            0            No          Yes      Govt_job
## 1067      0 Female 30.00            0            No           No Self-employed
## 1068      0   Male 67.00            1           Yes          Yes       Private
## 1069      0 Female 82.00            0            No          Yes       Private
## 1070      0   Male  5.00            0            No           No      children
## 1071      0 Female 81.00            0            No          Yes Self-employed
## 1072      0 Female 48.00            0            No          Yes       Private
## 1073      0 Female 66.00            0            No          Yes      Govt_job
## 1074      0 Female 38.00            0            No          Yes       Private
## 1075      0   Male  8.00            0            No           No      children
## 1076      0   Male 47.00            1            No          Yes       Private
## 1077      0   Male 27.00            0            No           No       Private
## 1078      0 Female 53.00            1            No          Yes       Private
## 1079      0   Male 27.00            0            No           No       Private
## 1080      0 Female 36.00            0            No          Yes      Govt_job
## 1081      0 Female 50.00            0            No          Yes       Private
## 1082      0 Female 32.00            0            No          Yes       Private
## 1083      0 Female 58.00            0            No          Yes      Govt_job
## 1084      0 Female 73.00            0            No          Yes Self-employed
## 1085      0 Female 62.00            0            No          Yes       Private
## 1086      0 Female 50.00            0            No          Yes Self-employed
## 1087      0 Female 51.00            0            No           No       Private
## 1088      0 Female 19.00            0            No           No       Private
## 1089      0 Female 30.00            0            No           No       Private
## 1090      0 Female 45.00            0            No           No       Private
## 1091      0   Male 30.00            0            No           No       Private
## 1092      0 Female 28.00            0            No          Yes       Private
## 1093      0   Male 70.00            0            No          Yes Self-employed
## 1094      0 Female  0.32            0            No           No      children
## 1095      0 Female 23.00            0            No           No       Private
## 1096      0   Male 18.00            0            No           No       Private
## 1097      0   Male 41.00            0            No          Yes       Private
## 1098      0   Male 52.00            0            No          Yes       Private
## 1099      0 Female 77.00            0            No          Yes       Private
## 1100      0   Male 34.00            0            No          Yes       Private
## 1101      0 Female 67.00            0            No          Yes Self-employed
## 1102      0   Male  1.64            0            No           No      children
## 1103      0 Female 23.00            0            No           No       Private
## 1104      0 Female 59.00            0            No          Yes       Private
## 1105      0   Male 62.00            0            No          Yes      Govt_job
## 1106      0   Male 47.00            0            No          Yes      Govt_job
## 1107      0 Female 71.00            1            No          Yes Self-employed
## 1108      0 Female 22.00            0            No           No       Private
## 1109      0   Male 33.00            0            No          Yes      Govt_job
## 1110      0 Female 27.00            0            No           No       Private
## 1111      0 Female 44.00            0            No          Yes       Private
## 1112      0 Female 18.00            0            No           No       Private
## 1113      0   Male 47.00            0            No          Yes       Private
## 1114      0 Female 66.00            0            No          Yes Self-employed
## 1115      0 Female 42.00            1            No          Yes       Private
## 1116      0   Male 13.00            0            No           No      children
## 1117      0 Female 56.00            1            No          Yes      Govt_job
## 1118      0 Female 69.00            0            No          Yes Self-employed
## 1119      0 Female 65.00            0            No          Yes Self-employed
## 1120      0   Male 53.00            0            No          Yes       Private
## 1121      0 Female 36.00            0            No          Yes       Private
## 1122      0 Female 69.00            0            No          Yes Self-employed
## 1123      0   Male 19.00            0            No           No       Private
## 1124      0   Male  3.00            0            No           No      children
## 1125      0   Male 15.00            0            No           No      children
## 1126      0 Female 59.00            1            No           No       Private
## 1127      0 Female 61.00            0            No          Yes       Private
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## 1129      0   Male 52.00            0            No          Yes      Govt_job
## 1130      0 Female 33.00            0            No          Yes       Private
## 1131      0   Male 80.00            0            No          Yes       Private
## 1132      0 Female 47.00            0            No          Yes       Private
## 1133      0   Male  2.00            0            No           No      children
## 1134      0 Female 48.00            0            No          Yes       Private
## 1135      0   Male  1.56            0            No           No      children
## 1136      0 Female 26.00            0            No          Yes       Private
## 1137      0   Male 62.00            0            No          Yes      Govt_job
## 1138      0   Male  1.72            0            No           No      children
## 1139      0 Female 38.00            0            No          Yes       Private
## 1140      0 Female 28.00            0            No          Yes       Private
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## 1142      0   Male 57.00            0            No          Yes       Private
## 1143      0 Female 40.00            0            No          Yes       Private
## 1144      0   Male 10.00            0            No           No      children
## 1145      0 Female 55.00            0            No           No       Private
## 1146      0 Female  7.00            0            No           No      children
## 1147      0   Male 56.00            0            No          Yes       Private
## 1148      0   Male 37.00            0            No          Yes       Private
## 1149      0   Male 69.00            0            No          Yes       Private
## 1150      0 Female 45.00            0            No          Yes      Govt_job
## 1151      0 Female 28.00            0            No          Yes       Private
## 1152      0 Female 52.00            1            No           No       Private
## 1153      0   Male 46.00            0            No          Yes       Private
## 1154      0   Male 45.00            0            No          Yes      Govt_job
## 1155      0 Female 21.00            0            No           No       Private
## 1156      0   Male  4.00            0            No           No      children
## 1157      0 Female 45.00            0            No          Yes       Private
## 1158      0 Female 71.00            0            No          Yes       Private
## 1159      0 Female 46.00            0            No          Yes       Private
## 1160      0 Female  3.00            0            No           No      children
## 1161      0 Female 79.00            0            No          Yes      Govt_job
## 1162      0 Female 71.00            1            No          Yes       Private
## 1163      0   Male 74.00            0            No          Yes       Private
## 1164      0 Female 52.00            0            No          Yes       Private
## 1165      0 Female 49.00            0            No          Yes       Private
## 1166      0 Female 32.00            0            No          Yes       Private
## 1167      0   Male 62.00            1            No          Yes       Private
## 1168      0 Female 78.00            0            No           No       Private
## 1169      0 Female 48.00            0            No          Yes Self-employed
## 1170      0   Male 18.00            0            No          Yes       Private
## 1171      0 Female 80.00            0            No          Yes       Private
## 1172      0 Female 34.00            0            No           No      Govt_job
## 1173      0 Female 40.00            0            No           No       Private
## 1174      0 Female 59.00            0            No          Yes       Private
## 1175      0 Female 11.00            0            No           No      children
## 1176      0 Female 35.00            0            No          Yes      Govt_job
## 1177      0 Female 29.00            0            No           No      Govt_job
## 1178      0   Male 23.00            0            No           No       Private
## 1179      0 Female 59.00            0            No          Yes       Private
## 1180      0 Female 44.00            0            No          Yes       Private
## 1181      0 Female 62.00            0            No          Yes       Private
## 1182      0 Female 32.00            0            No           No       Private
## 1183      0 Female  2.00            0            No           No      children
## 1184      0   Male 73.00            1            No          Yes Self-employed
## 1185      0 Female 79.00            0            No          Yes       Private
## 1186      0 Female  2.00            0            No           No      children
## 1187      0   Male 43.00            0            No          Yes      Govt_job
## 1188      0   Male 43.00            0            No          Yes      Govt_job
## 1189      0   Male 62.00            1            No          Yes       Private
## 1190      0   Male 73.00            1           Yes          Yes Self-employed
## 1191      0 Female 31.00            0            No           No Self-employed
## 1192      0   Male 42.00            0            No          Yes       Private
## 1193      0 Female 20.00            0            No           No       Private
## 1194      0 Female 55.00            0           Yes           No       Private
## 1195      0 Female  3.00            0            No           No      children
## 1196      0 Female 23.00            0            No           No       Private
## 1197      0 Female 33.00            0            No          Yes       Private
## 1198      0 Female 14.00            0            No           No       Private
## 1199      0 Female 79.00            0           Yes          Yes       Private
## 1200      0   Male 64.00            1            No          Yes       Private
## 1201      0 Female 76.00            0            No          Yes       Private
## 1202      0   Male 46.00            0            No          Yes       Private
## 1203      0   Male 80.00            0            No           No Self-employed
## 1204      0   Male 21.00            0            No           No       Private
## 1205      0 Female 33.00            0            No           No       Private
## 1206      0 Female 32.00            0            No          Yes       Private
## 1207      0 Female  0.72            0            No           No      children
## 1208      0 Female 49.00            0            No          Yes       Private
## 1209      0 Female 41.00            0            No          Yes       Private
## 1210      0   Male 37.00            0            No          Yes       Private
## 1211      0 Female 58.00            0            No          Yes       Private
## 1212      0 Female 79.00            0            No          Yes       Private
## 1213      0 Female 23.00            0            No           No       Private
## 1214      0 Female 78.00            1            No          Yes Self-employed
## 1215      0   Male 51.00            0            No          Yes       Private
## 1216      0 Female 41.00            0            No          Yes       Private
## 1217      0   Male 68.00            0            No          Yes Self-employed
## 1218      0 Female 30.00            0            No           No       Private
## 1219      0   Male  1.88            0            No           No      children
## 1220      0 Female 32.00            0            No           No      Govt_job
## 1221      0 Female 20.00            0            No           No       Private
## 1222      0   Male 20.00            0            No           No       Private
## 1223      0   Male 10.00            0            No           No      children
## 1224      0   Male  8.00            0            No           No      children
## 1225      0   Male 65.00            0            No          Yes       Private
## 1226      0 Female 65.00            1            No          Yes       Private
## 1227      0   Male 46.00            0            No          Yes Self-employed
## 1228      0   Male 53.00            0            No          Yes Self-employed
## 1229      0 Female 79.00            0            No           No       Private
## 1230      0   Male 43.00            0            No          Yes Self-employed
## 1231      0 Female 56.00            0            No          Yes Self-employed
## 1232      0   Male  3.00            0            No           No      children
## 1233      0   Male 32.00            0            No           No       Private
## 1234      0 Female 41.00            0            No          Yes      Govt_job
## 1235      0   Male 53.00            0            No          Yes      Govt_job
## 1236      0   Male 35.00            0            No          Yes       Private
## 1237      0   Male 67.00            0            No          Yes      Govt_job
## 1238      0 Female 33.00            0            No          Yes      Govt_job
## 1239      0 Female 21.00            0            No           No       Private
## 1240      0 Female 26.00            0            No           No       Private
## 1241      0 Female 69.00            1            No          Yes      Govt_job
## 1242      0 Female 73.00            0            No          Yes Self-employed
## 1243      0   Male 15.00            0            No           No       Private
## 1244      0 Female  3.00            0            No           No      children
## 1245      0 Female  1.24            0            No           No      children
## 1246      0 Female 80.00            1            No          Yes       Private
## 1247      0   Male  2.00            0            No           No      children
## 1248      0   Male 50.00            0            No          Yes       Private
## 1249      0 Female 30.00            0            No           No       Private
## 1250      0   Male 15.00            0            No           No       Private
## 1251      0 Female 71.00            1            No          Yes       Private
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## 1253      0   Male  2.00            0            No           No      children
## 1254      0   Male 11.00            0            No           No      children
## 1255      0 Female 45.00            0            No          Yes       Private
## 1256      0   Male 22.00            0            No           No      Govt_job
## 1257      0   Male 63.00            0            No          Yes Self-employed
## 1258      0 Female 50.00            0            No          Yes       Private
## 1259      0 Female 25.00            0            No           No       Private
## 1260      0   Male 49.00            0            No          Yes       Private
## 1261      0   Male 39.00            0            No          Yes       Private
## 1262      0 Female 43.00            0            No           No       Private
## 1263      0   Male 67.00            0            No          Yes       Private
## 1264      0   Male 48.00            0            No          Yes       Private
## 1265      0 Female 38.00            0            No          Yes       Private
## 1266      0 Female 14.00            0            No           No       Private
## 1267      0   Male 63.00            0            No          Yes      Govt_job
## 1268      0   Male 37.00            0            No           No       Private
## 1269      0   Male 20.00            0            No           No       Private
## 1270      0 Female 60.00            0            No          Yes       Private
## 1271      0 Female 13.00            0            No           No      children
## 1272      0   Male 34.00            0            No           No       Private
## 1273      0   Male 22.00            0            No           No       Private
## 1274      0 Female 46.00            0            No          Yes       Private
## 1275      0   Male 53.00            0            No          Yes Self-employed
## 1276      0 Female 28.00            0            No          Yes       Private
## 1277      0 Female 62.00            0            No          Yes      Govt_job
## 1278      0 Female  6.00            0            No           No      children
## 1279      0 Female 11.00            0            No           No      children
## 1280      0   Male 66.00            0            No           No       Private
## 1281      0 Female 80.00            0            No          Yes Self-employed
## 1282      0   Male  8.00            0            No           No      children
## 1283      0   Male 53.00            0           Yes          Yes       Private
## 1284      0   Male 63.00            1           Yes          Yes       Private
## 1285      0   Male 31.00            0            No          Yes       Private
## 1286      0   Male 43.00            0            No          Yes      Govt_job
## 1287      0   Male 79.00            0           Yes          Yes Self-employed
## 1288      0   Male  8.00            0            No           No      children
## 1289      0   Male 38.00            0            No          Yes       Private
## 1290      0 Female 80.00            0            No          Yes Self-employed
## 1291      0 Female 49.00            0            No          Yes       Private
## 1292      0 Female 50.00            0            No          Yes      Govt_job
## 1293      0   Male 13.00            0            No           No      children
## 1294      0   Male 46.00            1            No          Yes       Private
## 1295      0   Male 73.00            1            No          Yes       Private
## 1296      0   Male 60.00            0            No          Yes       Private
## 1297      0   Male 44.00            0            No          Yes       Private
## 1298      0 Female 79.00            0            No           No Self-employed
## 1299      0 Female  5.00            0            No           No      children
## 1300      0 Female 51.00            0            No          Yes Self-employed
## 1301      0 Female 71.00            0            No          Yes       Private
## 1302      0   Male  5.00            0            No           No      children
## 1303      0 Female 65.00            0            No          Yes Self-employed
## 1304      0 Female 81.00            0            No          Yes Self-employed
## 1305      0 Female 46.00            0            No           No       Private
## 1306      0   Male 44.00            0            No          Yes      Govt_job
## 1307      0 Female 54.00            1            No          Yes       Private
## 1308      0 Female 25.00            0            No           No       Private
## 1309      0   Male 49.00            0            No          Yes      Govt_job
## 1310      0   Male 80.00            0           Yes          Yes      Govt_job
## 1311      0 Female 22.00            0            No           No       Private
## 1312      0 Female 61.00            0            No          Yes       Private
## 1313      0 Female  3.00            0            No           No      children
## 1314      0   Male 50.00            0            No          Yes       Private
## 1315      0   Male 45.00            0            No          Yes       Private
## 1316      0   Male 55.00            1            No          Yes Self-employed
## 1317      0 Female 21.00            0            No           No       Private
## 1318      0   Male  0.80            0            No           No      children
## 1319      0   Male 50.00            0           Yes           No       Private
## 1320      0   Male 73.00            0           Yes          Yes Self-employed
## 1321      0 Female 58.00            0           Yes          Yes       Private
## 1322      0   Male 30.00            0            No           No       Private
## 1323      0 Female 55.00            1            No          Yes       Private
## 1324      0   Male 57.00            0            No          Yes Self-employed
## 1325      0 Female 80.00            0            No          Yes      Govt_job
## 1326      0 Female 77.00            1            No          Yes Self-employed
## 1327      0 Female 29.00            0            No           No       Private
## 1328      0 Female 46.00            0            No          Yes       Private
## 1329      0 Female 40.00            0            No          Yes       Private
## 1330      0   Male 29.00            0            No           No       Private
## 1331      0 Female 37.00            0            No          Yes       Private
## 1332      0 Female 35.00            0            No          Yes Self-employed
## 1333      0   Male 54.00            0            No          Yes Self-employed
## 1334      0 Female 56.00            0           Yes          Yes       Private
## 1335      0 Female 26.00            0            No          Yes       Private
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## 1355      0 Female 40.00            0            No           No       Private
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## 1394      0 Female 59.00            0            No          Yes Self-employed
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## 1432      0 Female 76.00            0            No          Yes      Govt_job
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## 1434      0   Male 54.00            0            No          Yes       Private
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## 1437      0   Male 67.00            0            No          Yes      Govt_job
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## 1447      0 Female 52.00            0            No          Yes      Govt_job
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## 1454      0 Female 74.00            0            No          Yes      Govt_job
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## 1457      0   Male 62.00            0            No          Yes Self-employed
## 1458      0   Male 27.00            0            No           No       Private
## 1459      0 Female 50.00            1            No          Yes Self-employed
## 1460      0 Female 49.00            0            No          Yes      Govt_job
## 1461      0   Male 24.00            0            No          Yes       Private
## 1462      0 Female 21.00            0            No           No       Private
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## 1469      0   Male 48.00            0            No          Yes Self-employed
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## 1471      0   Male 18.00            0            No           No       Private
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## 1473      0   Male 68.00            1            No          Yes      Govt_job
## 1474      0   Male 49.00            1            No          Yes      Govt_job
## 1475      0 Female 80.00            0            No          Yes       Private
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## 1477      0 Female 25.00            0            No          Yes       Private
## 1478      0 Female 39.00            0            No           No      Govt_job
## 1479      0   Male 35.00            0            No          Yes       Private
## 1480      0 Female 71.00            0            No          Yes Self-employed
## 1481      0 Female 71.00            0            No          Yes Self-employed
## 1482      0 Female 40.00            0            No          Yes      Govt_job
## 1483      0 Female 41.00            0            No          Yes      Govt_job
## 1484      0   Male  2.00            0            No           No      children
## 1485      0 Female  3.00            0            No           No      children
## 1486      0   Male 53.00            1            No          Yes Self-employed
## 1487      0   Male  1.88            0            No           No      children
## 1488      0   Male 60.00            1           Yes          Yes       Private
## 1489      0 Female  5.00            0            No           No      children
## 1490      0 Female 30.00            0            No          Yes       Private
## 1491      0 Female 49.00            1            No          Yes      Govt_job
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## 1493      0 Female 23.00            0            No           No       Private
## 1494      0   Male  2.00            0            No           No      children
## 1495      0   Male 24.00            0            No           No Self-employed
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## 1497      0 Female 63.00            0            No          Yes      Govt_job
## 1498      0   Male 64.00            0            No          Yes Self-employed
## 1499      0   Male 38.00            0            No           No       Private
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## 1501      0 Female 38.00            0            No          Yes       Private
## 1502      0 Female 43.00            0            No          Yes       Private
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## 1505      0   Male 42.00            0            No          Yes Self-employed
## 1506      0   Male 46.00            0            No          Yes       Private
## 1507      0   Male 67.00            0           Yes          Yes Self-employed
## 1508      0 Female 34.00            0            No          Yes      Govt_job
## 1509      0   Male 51.00            0            No          Yes       Private
## 1510      0 Female 77.00            0            No          Yes       Private
## 1511      0 Female 30.00            0            No           No Self-employed
## 1512      0 Female 81.00            0           Yes          Yes       Private
## 1513      0 Female 12.00            0            No           No      children
## 1514      0   Male 18.00            0            No           No       Private
## 1515      0 Female 35.00            0            No          Yes      Govt_job
## 1516      0 Female 82.00            0            No          Yes      Govt_job
## 1517      0   Male 53.00            1            No          Yes Self-employed
## 1518      0   Male 75.00            0            No          Yes      Govt_job
## 1519      0 Female 32.00            0            No           No       Private
## 1520      0 Female 27.00            0            No           No       Private
## 1521      0   Male 56.00            0            No          Yes       Private
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## 1523      0   Male 78.00            0            No          Yes       Private
## 1524      0 Female 44.00            0            No           No       Private
## 1525      0   Male 62.00            0            No          Yes       Private
## 1526      0   Male 27.00            0            No           No       Private
## 1527      0 Female 42.00            0           Yes          Yes      Govt_job
## 1528      0 Female 66.00            0           Yes          Yes      Govt_job
## 1529      0 Female 25.00            0            No          Yes      Govt_job
## 1530      0 Female 82.00            0            No          Yes       Private
## 1531      0 Female 49.00            0            No          Yes       Private
## 1532      0 Female 77.00            1            No          Yes Self-employed
## 1533      0 Female 59.00            0            No          Yes       Private
## 1534      0 Female 54.00            0            No          Yes       Private
## 1535      0 Female 38.00            0            No          Yes       Private
## 1536      0 Female 55.00            0            No          Yes       Private
## 1537      0 Female 13.00            0            No           No      children
## 1538      0 Female 45.00            0            No          Yes       Private
## 1539      0 Female 54.00            0            No          Yes Self-employed
## 1540      0   Male 30.00            0            No          Yes       Private
## 1541      0 Female 51.00            0            No          Yes       Private
## 1542      0 Female 47.00            0            No          Yes       Private
## 1543      0   Male 25.00            0            No          Yes       Private
## 1544      0   Male 61.00            1            No          Yes Self-employed
## 1545      0 Female 55.00            0            No          Yes       Private
## 1546      0 Female 23.00            0            No           No       Private
## 1547      0   Male 71.00            1            No          Yes Self-employed
## 1548      0   Male 59.00            0           Yes          Yes Self-employed
## 1549      0   Male  4.00            0            No           No      children
## 1550      0   Male 65.00            0            No          Yes       Private
## 1551      0 Female 50.00            0            No           No Self-employed
## 1552      0   Male 42.00            0            No          Yes       Private
## 1553      0   Male 51.00            0            No          Yes Self-employed
## 1554      0   Male 66.00            0            No          Yes      Govt_job
## 1555      0 Female 22.00            1            No           No       Private
## 1556      0   Male  5.00            0            No           No      children
## 1557      0   Male 19.00            0            No           No Self-employed
## 1558      0 Female 47.00            0            No          Yes Self-employed
## 1559      0   Male 12.00            0            No           No      children
## 1560      0 Female 53.00            0            No          Yes       Private
## 1561      0 Female 26.00            0            No           No       Private
## 1562      0   Male 62.00            1           Yes          Yes       Private
## 1563      0 Female 81.00            1            No          Yes       Private
## 1564      0   Male 63.00            0            No          Yes       Private
## 1565      0 Female 25.00            0            No          Yes       Private
## 1566      0   Male  8.00            0            No           No      children
## 1567      0   Male 76.00            0           Yes          Yes Self-employed
## 1568      0 Female 44.00            0            No           No       Private
## 1569      0 Female 65.00            0            No          Yes       Private
## 1570      0 Female 54.00            0            No          Yes       Private
## 1571      0 Female 24.00            0            No           No      Govt_job
## 1572      0 Female 65.00            0            No          Yes Self-employed
## 1573      0   Male 12.00            0            No           No      children
## 1574      0 Female 33.00            0            No           No       Private
## 1575      0 Female 74.00            0            No          Yes       Private
## 1576      0 Female 18.00            0            No           No       Private
## 1577      0 Female 77.00            0            No          Yes       Private
## 1578      0   Male 48.00            1            No          Yes Self-employed
## 1579      0   Male 52.00            0            No          Yes       Private
## 1580      0   Male 23.00            0            No           No       Private
## 1581      0   Male 25.00            0            No          Yes       Private
## 1582      0 Female 44.00            0            No          Yes       Private
## 1583      0 Female 78.00            0            No           No       Private
## 1584      0 Female 37.00            0            No          Yes      Govt_job
## 1585      0 Female 32.00            0            No          Yes       Private
## 1586      0   Male 67.00            0            No          Yes       Private
## 1587      0 Female 41.00            0            No          Yes      Govt_job
## 1588      0   Male  2.00            0            No           No      children
## 1589      0 Female 75.00            1            No          Yes       Private
## 1590      0 Female 17.00            0            No           No      Govt_job
## 1591      0 Female 13.00            0            No           No      children
## 1592      0 Female 25.00            0            No          Yes       Private
## 1593      0 Female 57.00            0            No          Yes       Private
## 1594      0   Male 31.00            0            No          Yes       Private
## 1595      0   Male 61.00            0            No          Yes       Private
## 1596      0   Male 46.00            0            No          Yes       Private
## 1597      0   Male 47.00            0            No           No       Private
## 1598      0 Female 15.00            0            No           No      children
## 1599      0   Male 47.00            0            No          Yes       Private
## 1600      0 Female 68.00            0            No          Yes       Private
## 1601      0   Male  0.40            0            No           No      children
## 1602      0 Female 40.00            0            No           No       Private
## 1603      0 Female 62.00            0            No          Yes      Govt_job
## 1604      0 Female 45.00            0            No          Yes       Private
## 1605      0 Female 47.00            0            No          Yes       Private
## 1606      0 Female 35.00            0            No          Yes Self-employed
## 1607      0   Male 51.00            0            No           No       Private
## 1608      0   Male 60.00            1            No          Yes       Private
## 1609      0   Male 59.00            0            No          Yes       Private
## 1610      0 Female  1.24            0            No           No      children
## 1611      0 Female 18.00            0            No           No       Private
## 1612      0 Female 81.00            0           Yes          Yes       Private
## 1613      0   Male 15.00            0            No           No Self-employed
## 1614      0 Female 73.00            0            No           No      Govt_job
## 1615      0 Female  0.08            0            No           No      children
## 1616      0   Male 53.00            0            No          Yes      Govt_job
## 1617      0   Male 45.00            0            No          Yes Self-employed
## 1618      0   Male 70.00            1            No          Yes       Private
## 1619      0   Male 56.00            0            No          Yes       Private
## 1620      0 Female  7.00            0            No           No      children
## 1621      0 Female 66.00            0            No          Yes      Govt_job
## 1622      0 Female 53.00            0            No          Yes      Govt_job
## 1623      0 Female 20.00            0            No           No       Private
## 1624      0 Female 15.00            0            No           No       Private
## 1625      0   Male 51.00            0            No          Yes       Private
## 1626      0   Male 34.00            0            No          Yes       Private
## 1627      0 Female 33.00            0            No          Yes       Private
## 1628      0 Female 53.00            1            No          Yes       Private
## 1629      0   Male 69.00            0           Yes          Yes       Private
## 1630      0 Female 28.00            0            No           No       Private
## 1631      0 Female 81.00            0            No          Yes Self-employed
## 1632      0 Female 20.00            0            No           No       Private
## 1633      0 Female  1.48            0            No           No      children
## 1634      0   Male  2.00            0            No           No      children
## 1635      0   Male 77.00            0            No          Yes       Private
## 1636      0 Female 38.00            0            No          Yes      Govt_job
## 1637      0   Male 23.00            0            No          Yes       Private
## 1638      0 Female 67.00            0            No          Yes       Private
## 1639      0   Male 59.00            0            No          Yes      Govt_job
## 1640      0 Female 41.00            0            No          Yes Self-employed
## 1641      0   Male 76.00            0           Yes          Yes       Private
## 1642      0 Female 21.00            0            No           No      Govt_job
## 1643      0   Male 41.00            0            No          Yes       Private
## 1644      0   Male 54.00            0            No          Yes       Private
## 1645      0 Female 29.00            0            No           No       Private
## 1646      0 Female 25.00            0            No           No       Private
## 1647      0 Female 48.00            0           Yes          Yes Self-employed
## 1648      0 Female  6.00            0            No           No      children
## 1649      0   Male 21.00            0            No           No       Private
## 1650      0 Female 32.00            0            No           No       Private
## 1651      0 Female 57.00            1            No          Yes       Private
## 1652      0 Female 64.00            0            No          Yes Self-employed
## 1653      0   Male 70.00            0            No          Yes       Private
## 1654      0   Male 44.00            0            No          Yes       Private
## 1655      0 Female 60.00            0           Yes          Yes       Private
## 1656      0 Female 56.00            0            No          Yes       Private
## 1657      0   Male 53.00            0            No          Yes       Private
## 1658      0   Male 59.00            0            No          Yes       Private
## 1659      0 Female 53.00            1            No          Yes       Private
## 1660      0   Male 63.00            0            No          Yes       Private
## 1661      0 Female 42.00            0            No           No Self-employed
## 1662      0 Female 63.00            0            No          Yes       Private
## 1663      0 Female 52.00            0            No          Yes      Govt_job
## 1664      0 Female 62.00            0            No          Yes       Private
## 1665      0 Female 68.00            0            No          Yes       Private
## 1666      0 Female 36.00            0            No          Yes       Private
## 1667      0 Female  3.00            0            No           No      children
## 1668      0 Female 40.00            0            No          Yes       Private
## 1669      0 Female  8.00            0            No           No      children
## 1670      0   Male 58.00            0            No          Yes       Private
## 1671      0   Male 45.00            0           Yes          Yes       Private
## 1672      0 Female 65.00            0            No          Yes       Private
## 1673      0 Female 28.00            0            No           No       Private
## 1674      0 Female 40.00            0            No          Yes       Private
## 1675      0 Female 65.00            0            No          Yes       Private
## 1676      0   Male 58.00            1            No          Yes       Private
## 1677      0   Male 44.00            0            No          Yes       Private
## 1678      0 Female 54.00            0            No          Yes       Private
## 1679      0 Female 79.00            0            No          Yes Self-employed
## 1680      0 Female 62.00            1            No           No       Private
## 1681      0   Male 37.00            0            No          Yes       Private
## 1682      0   Male 66.00            0            No          Yes       Private
## 1683      0   Male 63.00            0            No          Yes Self-employed
## 1684      0 Female 27.00            0            No           No       Private
## 1685      0   Male  6.00            0            No           No      children
## 1686      0 Female 30.00            0            No          Yes       Private
## 1687      0 Female 15.00            0            No           No      children
## 1688      0 Female 50.00            0            No          Yes Self-employed
## 1689      0 Female 32.00            0            No          Yes       Private
## 1690      0 Female 33.00            0            No          Yes Self-employed
## 1691      0   Male 62.00            0            No          Yes       Private
## 1692      0   Male 82.00            0            No          Yes       Private
## 1693      0 Female 71.00            0            No          Yes       Private
## 1694      0 Female 20.00            0            No           No       Private
## 1695      0 Female 44.00            0            No          Yes      Govt_job
## 1696      0   Male 57.00            0            No          Yes       Private
## 1697      0 Female 50.00            0            No          Yes      Govt_job
## 1698      0   Male 50.00            0            No          Yes       Private
## 1699      0 Female 44.00            0            No           No      Govt_job
## 1700      0 Female 47.00            0            No          Yes      Govt_job
## 1701      0   Male 35.00            0            No          Yes       Private
## 1702      0   Male  8.00            0            No           No      children
## 1703      0   Male  3.00            0            No           No      children
## 1704      0 Female 29.00            0            No          Yes       Private
## 1705      0   Male 36.00            0            No           No       Private
## 1706      0 Female 19.00            0            No           No       Private
## 1707      0 Female 41.00            0            No          Yes      Govt_job
## 1708      0 Female 23.00            0            No           No       Private
## 1709      0   Male 14.00            0            No           No      children
## 1710      0   Male 35.00            0            No          Yes       Private
## 1711      0   Male 45.00            0            No          Yes       Private
## 1712      0 Female 52.00            1            No          Yes       Private
## 1713      0   Male 19.00            0            No           No       Private
## 1714      0 Female 21.00            0            No           No       Private
## 1715      0   Male  8.00            0            No           No      children
## 1716      0 Female 35.00            0            No          Yes       Private
## 1717      0 Female 33.00            0            No          Yes       Private
## 1718      0 Female 53.00            0            No          Yes       Private
## 1719      0   Male 59.00            0           Yes          Yes      Govt_job
## 1720      0   Male 34.00            0            No          Yes       Private
## 1721      0 Female 31.00            0            No           No Self-employed
## 1722      0 Female 43.00            0            No           No Self-employed
## 1723      0 Female 61.00            0            No          Yes Self-employed
## 1724      0 Female 57.00            0            No          Yes      Govt_job
## 1725      0   Male 11.00            0            No           No      children
## 1726      0   Male 36.00            0            No          Yes       Private
## 1727      0 Female 16.00            0            No           No       Private
## 1728      0 Female 60.00            0            No          Yes      Govt_job
## 1729      0   Male 13.00            0            No           No      children
## 1730      0 Female 69.00            0            No          Yes Self-employed
## 1731      0   Male 69.00            1            No          Yes       Private
## 1732      0 Female 22.00            0            No           No       Private
## 1733      0   Male 63.00            0            No          Yes      Govt_job
## 1734      0 Female 45.00            0            No          Yes       Private
## 1735      0   Male 58.00            0            No           No       Private
## 1736      0   Male 61.00            0            No          Yes Self-employed
## 1737      0 Female 30.00            0            No          Yes       Private
## 1738      0 Female 78.00            1           Yes          Yes       Private
## 1739      0 Female 68.00            0            No          Yes       Private
## 1740      0 Female 16.00            0            No           No Self-employed
## 1741      0 Female 38.00            1            No          Yes       Private
## 1742      0 Female 39.00            0            No          Yes       Private
## 1743      0 Female 51.00            0            No          Yes       Private
## 1744      0   Male 37.00            0            No          Yes       Private
## 1745      0   Male 16.00            0            No           No       Private
## 1746      0   Male 39.00            0            No          Yes       Private
## 1747      0   Male 24.00            1            No          Yes       Private
## 1748      0   Male 51.00            0            No          Yes      Govt_job
## 1749      0 Female 50.00            1            No          Yes      Govt_job
## 1750      0 Female 27.00            0            No          Yes       Private
## 1751      0 Female 73.00            0            No          Yes Self-employed
## 1752      0 Female 65.00            0            No          Yes       Private
## 1753      0 Female 76.00            1           Yes          Yes       Private
## 1754      0   Male 66.00            0            No          Yes Self-employed
## 1755      0 Female 53.00            0            No          Yes      Govt_job
## 1756      0 Female 65.00            0            No          Yes Self-employed
## 1757      0 Female 48.00            0            No          Yes Self-employed
## 1758      0   Male 31.00            0            No          Yes       Private
## 1759      0   Male  1.72            0            No           No      children
## 1760      0 Female 45.00            0            No          Yes       Private
## 1761      0   Male 56.00            0            No          Yes Self-employed
## 1762      0   Male 62.00            0            No          Yes Self-employed
## 1763      0 Female 35.00            0            No           No       Private
## 1764      0   Male 16.00            0            No           No       Private
## 1765      0 Female 31.00            0            No          Yes      Govt_job
## 1766      0   Male  5.00            0            No           No      children
## 1767      0   Male 26.00            0            No          Yes       Private
## 1768      0   Male 10.00            0            No           No      children
## 1769      0 Female 22.00            0            No           No       Private
## 1770      0 Female 82.00            0           Yes          Yes Self-employed
## 1771      0 Female 50.00            0            No          Yes       Private
## 1772      0 Female 47.00            0            No          Yes       Private
## 1773      0   Male 31.00            0            No          Yes       Private
## 1774      0   Male 22.00            0            No           No       Private
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## 1776      0 Female 63.00            1            No          Yes       Private
## 1777      0 Female 78.00            1            No          Yes       Private
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## 1779      0   Male 76.00            1            No          Yes       Private
## 1780      0   Male 32.00            0            No           No       Private
## 1781      0 Female 81.00            1            No          Yes Self-employed
## 1782      0 Female 39.00            0            No          Yes       Private
## 1783      0 Female 59.00            0            No          Yes       Private
## 1784      0   Male  2.00            0            No           No      children
## 1785      0 Female 37.00            0            No          Yes       Private
## 1786      0 Female 78.00            0           Yes          Yes       Private
## 1787      0 Female 75.00            0            No          Yes Self-employed
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## 1789      0 Female 48.00            0            No          Yes      Govt_job
## 1790      0 Female 13.00            0            No           No  Never_worked
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## 1792      0   Male 13.00            0            No           No      children
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## 1798      0 Female 26.00            0            No           No       Private
## 1799      0 Female 56.00            0            No          Yes Self-employed
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## 1801      0   Male 25.00            0            No           No       Private
## 1802      0   Male 60.00            0            No           No       Private
## 1803      0   Male 22.00            0            No           No       Private
## 1804      0   Male 35.00            0            No          Yes       Private
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## 1808      0 Female 22.00            0            No           No       Private
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## 1810      0   Male 13.00            0            No           No       Private
## 1811      0 Female 78.00            0           Yes          Yes Self-employed
## 1812      0 Female 23.00            0            No           No       Private
## 1813      0 Female 35.00            0            No           No       Private
## 1814      0 Female 78.00            1            No          Yes       Private
## 1815      0   Male 50.00            0            No          Yes      Govt_job
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## 1817      0   Male 60.00            0            No          Yes Self-employed
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## 1819      0   Male 60.00            1            No          Yes       Private
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## 1836      0 Female 52.00            0           Yes          Yes       Private
## 1837      0 Female 30.00            0            No           No      Govt_job
## 1838      0 Female 60.00            0            No          Yes Self-employed
## 1839      0 Female 47.00            0            No          Yes Self-employed
## 1840      0 Female 82.00            1            No          Yes Self-employed
## 1841      0   Male 64.00            0            No          Yes      Govt_job
## 1842      0   Male 12.00            0            No           No      children
## 1843      0 Female 79.00            1            No          Yes       Private
## 1844      0   Male 77.00            0            No          Yes       Private
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## 1846      0 Female 26.00            0            No           No       Private
## 1847      0   Male 14.00            0            No           No      children
## 1848      0 Female 42.00            0            No          Yes Self-employed
## 1849      0   Male 37.00            0            No          Yes       Private
## 1850      0   Male  8.00            0            No           No      children
## 1851      0 Female 78.00            0            No          Yes Self-employed
## 1852      0   Male 18.00            0            No           No       Private
## 1853      0   Male 78.00            0            No          Yes       Private
## 1854      0 Female 55.00            0            No          Yes      Govt_job
## 1855      0 Female 68.00            0            No          Yes Self-employed
## 1856      0 Female 47.00            0            No          Yes       Private
## 1857      0 Female 47.00            0            No          Yes      Govt_job
## 1858      0 Female 51.00            0            No          Yes       Private
## 1859      0   Male 43.00            0            No          Yes Self-employed
## 1860      0 Female 78.00            0            No          Yes      Govt_job
## 1861      0   Male 63.00            0            No          Yes       Private
## 1862      0 Female 45.00            0            No          Yes       Private
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## 1867      0   Male 10.00            0            No           No      children
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## 1869      0 Female 49.00            0            No          Yes      Govt_job
## 1870      0 Female 23.00            0            No           No       Private
## 1871      0 Female 53.00            0            No          Yes Self-employed
## 1872      0   Male 56.00            1            No          Yes      Govt_job
## 1873      0 Female 56.00            0            No          Yes Self-employed
## 1874      0 Female 61.00            0            No          Yes       Private
## 1875      0 Female 45.00            0            No          Yes       Private
## 1876      0   Male 80.00            1           Yes          Yes       Private
## 1877      0 Female 47.00            0            No          Yes Self-employed
## 1878      0 Female  3.00            0            No           No      children
## 1879      0   Male 63.00            0            No          Yes Self-employed
## 1880      0 Female 68.00            1            No          Yes       Private
## 1881      0 Female 76.00            0            No          Yes      Govt_job
## 1882      0   Male 62.00            0            No          Yes Self-employed
## 1883      0 Female 30.00            0            No          Yes       Private
## 1884      0 Female 44.00            0            No          Yes       Private
## 1885      0   Male 47.00            0            No          Yes Self-employed
## 1886      0   Male 25.00            0            No           No       Private
## 1887      0 Female 31.00            0            No           No       Private
## 1888      0   Male 71.00            0            No          Yes Self-employed
## 1889      0 Female 32.00            0            No           No       Private
## 1890      0   Male 72.00            0            No          Yes       Private
## 1891      0 Female 44.00            0            No          Yes      Govt_job
## 1892      0   Male 63.00            0            No          Yes      Govt_job
## 1893      0 Female 37.00            0            No          Yes       Private
## 1894      0   Male 54.00            0           Yes          Yes      Govt_job
## 1895      0   Male 20.00            0            No           No       Private
## 1896      0   Male 56.00            0            No          Yes       Private
## 1897      0 Female 25.00            0            No           No      Govt_job
## 1898      0 Female 19.00            0            No           No       Private
## 1899      0   Male 62.00            0            No          Yes      Govt_job
## 1900      0 Female 27.00            0            No           No       Private
## 1901      0   Male  5.00            0            No           No      children
## 1902      0 Female 20.00            0            No           No       Private
## 1903      0   Male 21.00            0            No           No       Private
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## 1905      0   Male 39.00            1            No           No       Private
## 1906      0   Male 38.00            0            No          Yes      Govt_job
## 1907      0   Male 77.00            0            No          Yes       Private
## 1908      0 Female 26.00            0            No           No       Private
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## 1910      0   Male 39.00            0            No          Yes       Private
## 1911      0 Female  5.00            0            No           No      children
## 1912      0 Female 59.00            0            No          Yes Self-employed
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## 1914      0 Female 45.00            0            No          Yes       Private
## 1915      0   Male 43.00            0            No          Yes       Private
## 1916      0 Female 80.00            0            No          Yes       Private
## 1917      0   Male 42.00            1            No          Yes      Govt_job
## 1918      0 Female  8.00            0            No           No      children
## 1919      0 Female 68.00            0            No           No      Govt_job
## 1920      0 Female  5.00            0            No           No      children
## 1921      0   Male 57.00            0           Yes          Yes Self-employed
## 1922      0   Male 44.00            0            No          Yes       Private
## 1923      0   Male 16.00            0            No           No  Never_worked
## 1924      0 Female 60.00            0            No          Yes Self-employed
## 1925      0 Female 58.00            0            No          Yes       Private
## 1926      0 Female 43.00            0            No          Yes       Private
## 1927      0 Female 50.00            0            No          Yes       Private
## 1928      0 Female  1.48            0            No           No      children
## 1929      0 Female  5.00            0            No           No      children
## 1930      0   Male  9.00            0            No           No      children
## 1931      0 Female 67.00            0            No          Yes       Private
## 1932      0 Female 21.00            0            No          Yes       Private
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## 1935      0   Male 57.00            0            No          Yes       Private
## 1936      0 Female 52.00            0            No          Yes       Private
## 1937      0 Female 28.00            0            No           No       Private
## 1938      0 Female 41.00            0            No          Yes       Private
## 1939      0   Male 81.00            0            No          Yes Self-employed
## 1940      0 Female 33.00            0            No          Yes      Govt_job
## 1941      0 Female 31.00            0            No           No Self-employed
## 1942      0 Female 42.00            0            No           No       Private
## 1943      0   Male 10.00            0            No           No      children
## 1944      0   Male 34.00            0            No           No       Private
## 1945      0 Female 70.00            0            No          Yes Self-employed
## 1946      0   Male 33.00            0            No          Yes       Private
## 1947      0 Female 58.00            0            No          Yes       Private
## 1948      0 Female 25.00            0            No           No       Private
## 1949      0 Female  1.40            0            No           No      children
## 1950      0 Female 47.00            0            No          Yes       Private
## 1951      0 Female 14.00            0            No           No      children
## 1952      0 Female 82.00            0            No          Yes       Private
## 1953      0   Male 52.00            0            No          Yes      Govt_job
## 1954      0   Male 72.00            0           Yes          Yes Self-employed
## 1955      0   Male 52.00            0           Yes          Yes Self-employed
## 1956      0 Female 61.00            1            No          Yes      Govt_job
## 1957      0 Female 15.00            0            No           No       Private
## 1958      0 Female  1.56            0            No           No      children
## 1959      0   Male  6.00            0            No           No      children
## 1960      0   Male  3.00            0            No           No      children
## 1961      0   Male 18.00            0            No           No       Private
## 1962      0 Female 53.00            0            No          Yes Self-employed
## 1963      0   Male 58.00            0            No          Yes       Private
## 1964      0 Female 31.00            0            No           No       Private
## 1965      0 Female 29.00            0            No          Yes Self-employed
## 1966      0 Female  5.00            0            No           No      children
## 1967      0   Male 40.00            0            No          Yes       Private
## 1968      0   Male 75.00            0            No          Yes       Private
## 1969      0   Male 52.00            0            No          Yes       Private
## 1970      0   Male 39.00            0            No          Yes       Private
## 1971      0 Female 40.00            0            No           No       Private
## 1972      0 Female 78.00            1            No          Yes Self-employed
## 1973      0 Female 39.00            0            No          Yes       Private
## 1974      0 Female 17.00            0            No           No       Private
## 1975      0   Male 45.00            1            No          Yes       Private
## 1976      0   Male  0.56            0            No           No      children
## 1977      0 Female 13.00            0            No           No       Private
## 1978      0   Male 26.00            0            No          Yes       Private
## 1979      0 Female 42.00            0            No          Yes Self-employed
## 1980      0   Male 44.00            0            No           No       Private
## 1981      0 Female  3.00            0            No           No      children
## 1982      0 Female 42.00            0            No          Yes       Private
## 1983      0   Male 25.00            0            No           No      Govt_job
## 1984      0 Female 41.00            0            No          Yes Self-employed
## 1985      0   Male 51.00            0           Yes          Yes       Private
## 1986      0 Female 20.00            0            No           No       Private
## 1987      0 Female 25.00            0            No          Yes       Private
## 1988      0   Male 18.00            0            No           No       Private
## 1989      0 Female 37.00            0            No          Yes       Private
## 1990      0 Female 51.00            0            No          Yes       Private
## 1991      0   Male  2.00            0            No           No      children
## 1992      0 Female 38.00            0            No          Yes       Private
## 1993      0   Male 64.00            0           Yes          Yes       Private
## 1994      0 Female 60.00            1            No          Yes       Private
## 1995      0   Male 22.00            0            No           No      Govt_job
## 1996      0   Male 71.00            1            No          Yes       Private
## 1997      0 Female 32.00            0            No          Yes       Private
## 1998      0 Female 32.00            0            No          Yes Self-employed
## 1999      0 Female 63.00            0            No          Yes       Private
## 2000      0   Male  0.24            0            No           No      children
## 2001      0   Male 54.00            0            No          Yes       Private
## 2002      0 Female 25.00            0            No          Yes       Private
## 2003      0 Female 80.00            0            No          Yes Self-employed
## 2004      0 Female 31.00            0            No          Yes      Govt_job
## 2005      0   Male 53.00            0            No          Yes       Private
## 2006      0   Male 35.00            0            No          Yes       Private
## 2007      0   Male 31.00            0            No           No       Private
## 2008      0   Male 60.00            0            No          Yes       Private
## 2009      0   Male  0.56            0            No           No      children
## 2010      0 Female 21.00            0            No           No       Private
## 2011      0 Female 78.00            0            No          Yes       Private
## 2012      0   Male 59.00            0            No          Yes      Govt_job
## 2013      0   Male  0.64            0            No           No      children
## 2014      0   Male 10.00            0            No           No      children
## 2015      0   Male 60.00            0            No          Yes       Private
## 2016      0   Male 11.00            0            No           No      children
## 2017      0   Male 48.00            1            No          Yes Self-employed
## 2018      0 Female 50.00            0            No          Yes       Private
## 2019      0   Male 69.00            1            No          Yes       Private
## 2020      0 Female 20.00            0            No           No       Private
## 2021      0 Female 22.00            0            No           No       Private
## 2022      0   Male 55.00            0            No          Yes       Private
## 2023      0 Female 57.00            0            No           No       Private
## 2024      0 Female 29.00            0            No           No       Private
## 2025      0 Female 32.00            0            No           No      Govt_job
## 2026      0 Female 54.00            0            No          Yes       Private
## 2027      0   Male 37.00            0            No          Yes Self-employed
## 2028      0 Female 58.00            0            No          Yes       Private
## 2029      0 Female 41.00            0            No          Yes       Private
## 2030      0   Male 72.00            0            No          Yes       Private
## 2031      0   Male  0.48            0            No           No      children
## 2032      0 Female 32.00            0            No           No       Private
## 2033      0 Female 54.00            0            No          Yes       Private
## 2034      0 Female 79.00            0            No          Yes       Private
## 2035      0   Male 56.00            0            No           No Self-employed
## 2036      0 Female 45.00            0            No          Yes       Private
## 2037      0   Male  6.00            0            No           No      children
## 2038      0 Female 45.00            0            No          Yes       Private
## 2039      0   Male 60.00            0            No          Yes       Private
## 2040      0 Female 65.00            0            No          Yes       Private
## 2041      0 Female 57.00            0            No          Yes       Private
## 2042      0   Male 58.00            0            No           No      Govt_job
## 2043      0   Male  8.00            0            No           No      children
## 2044      0   Male 18.00            0            No           No       Private
## 2045      0   Male 49.00            0            No          Yes       Private
## 2046      0   Male  2.00            0            No           No      children
## 2047      0 Female 52.00            0            No          Yes       Private
## 2048      0 Female 63.00            0            No          Yes Self-employed
## 2049      0 Female 57.00            0            No          Yes       Private
## 2050      0 Female 50.00            0            No          Yes      Govt_job
## 2051      0   Male 12.00            0            No           No      children
## 2052      0 Female 35.00            0            No          Yes       Private
## 2053      0 Female 35.00            0            No          Yes Self-employed
## 2054      0   Male 64.00            0            No          Yes      Govt_job
## 2055      0 Female 42.00            0            No          Yes       Private
## 2056      0 Female 62.00            0            No          Yes       Private
## 2057      0 Female  3.00            0            No           No      children
## 2058      0 Female 43.00            0            No          Yes      Govt_job
## 2059      0 Female 52.00            1            No          Yes       Private
## 2060      0   Male 64.00            1            No          Yes       Private
## 2061      0   Male 59.00            0            No          Yes       Private
## 2062      0 Female 81.00            0            No          Yes Self-employed
## 2063      0 Female 15.00            0            No           No       Private
## 2064      0   Male 50.00            0            No          Yes      Govt_job
## 2065      0   Male 73.00            0            No          Yes       Private
## 2066      0   Male 19.00            0            No           No       Private
## 2067      0 Female 30.00            0            No          Yes       Private
## 2068      0 Female 40.00            0            No          Yes Self-employed
## 2069      0 Female 47.00            0            No          Yes      Govt_job
## 2070      0 Female 66.00            0            No          Yes       Private
## 2071      0   Male 47.00            0            No          Yes       Private
## 2072      0 Female 41.00            1            No          Yes      Govt_job
## 2073      0 Female 63.00            0            No          Yes      Govt_job
## 2074      0 Female 12.00            0            No           No      children
## 2075      0   Male  1.32            0            No           No      children
## 2076      0 Female 46.00            0            No          Yes       Private
## 2077      0 Female  8.00            0            No           No      children
## 2078      0   Male 74.00            0            No          Yes       Private
## 2079      0   Male 74.00            0            No          Yes       Private
## 2080      0 Female  4.00            0            No           No      children
## 2081      0 Female 26.00            0            No           No       Private
## 2082      0   Male 63.00            0            No          Yes      Govt_job
## 2083      0 Female 48.00            0           Yes           No       Private
## 2084      0 Female 24.00            1            No           No       Private
## 2085      0   Male 47.00            0            No           No       Private
## 2086      0   Male 70.00            0            No          Yes       Private
## 2087      0   Male 41.00            1           Yes          Yes       Private
## 2088      0 Female 42.00            0            No          Yes Self-employed
## 2089      0 Female 57.00            1            No           No       Private
## 2090      0 Female 51.00            0            No           No       Private
## 2091      0   Male 15.00            0            No           No       Private
## 2092      0   Male 11.00            0            No           No      children
## 2093      0 Female 27.00            0            No          Yes Self-employed
## 2094      0 Female 53.00            0            No          Yes Self-employed
## 2095      0 Female 52.00            0            No          Yes      Govt_job
## 2096      0 Female 68.00            0            No          Yes       Private
## 2097      0   Male 65.00            0            No          Yes       Private
## 2098      0 Female 23.00            0            No           No       Private
## 2099      0 Female 43.00            0            No          Yes Self-employed
## 2100      0   Male 55.00            0            No          Yes       Private
## 2101      0 Female 52.00            0            No          Yes       Private
## 2102      0 Female 21.00            0            No           No       Private
## 2103      0   Male 78.00            1           Yes          Yes Self-employed
## 2104      0   Male 35.00            0            No          Yes       Private
## 2105      0 Female 49.00            1            No          Yes       Private
## 2106      0   Male 50.00            1            No           No       Private
## 2107      0 Female 27.00            0            No          Yes       Private
## 2108      0 Female 52.00            1            No           No       Private
## 2109      0 Female 22.00            0            No           No       Private
## 2110      0 Female 19.00            0            No           No       Private
## 2111      0   Male 77.00            0           Yes          Yes       Private
## 2112      0   Male 57.00            1            No          Yes       Private
## 2113      0   Male 13.00            0            No           No Self-employed
## 2114      0   Male 14.00            0            No           No       Private
## 2115      0 Female 29.00            0            No          Yes       Private
## 2116      0 Female 49.00            0            No          Yes       Private
## 2117      0   Male  1.24            0            No           No      children
## 2118      0   Male 21.00            0            No           No Self-employed
## 2119      0   Male 36.00            1            No           No      Govt_job
## 2120      0   Male 42.00            0            No          Yes       Private
## 2121      0 Female 56.00            0            No           No       Private
## 2122      0   Male 46.00            0            No          Yes       Private
## 2123      0   Male 79.00            0           Yes          Yes Self-employed
## 2124      0 Female 25.00            0            No           No       Private
## 2125      0   Male 67.00            0            No          Yes       Private
## 2126      0   Male 37.00            0            No          Yes       Private
## 2127      0 Female 44.00            0            No          Yes       Private
## 2128      0 Female 36.00            0            No          Yes       Private
## 2129      0   Male 17.00            1            No           No       Private
## 2130      0   Male 50.00            1            No          Yes       Private
## 2131      0   Male 53.00            0            No          Yes       Private
## 2132      0 Female 39.00            0            No           No Self-employed
## 2133      0 Female 71.00            0           Yes          Yes       Private
## 2134      0 Female 18.00            0            No           No       Private
## 2135      0   Male 55.00            0            No           No Self-employed
## 2136      0   Male 52.00            0            No          Yes       Private
## 2137      0 Female 27.00            0            No          Yes       Private
## 2138      0   Male 24.00            0            No           No       Private
## 2139      0   Male 72.00            0            No          Yes       Private
## 2140      0   Male 41.00            0            No          Yes Self-employed
## 2141      0 Female 29.00            0            No           No Self-employed
## 2142      0 Female 26.00            0            No          Yes       Private
## 2143      0 Female 23.00            0            No          Yes       Private
## 2144      0   Male 43.00            0            No          Yes Self-employed
## 2145      0 Female 43.00            0            No          Yes       Private
## 2146      0 Female 49.00            0            No          Yes       Private
## 2147      0   Male 13.00            0            No           No      children
## 2148      0 Female 26.00            0            No           No      Govt_job
## 2149      0 Female 10.00            0            No           No      children
## 2150      0   Male 39.00            0            No          Yes       Private
## 2151      0 Female 41.00            0            No          Yes       Private
## 2152      0   Male 25.00            0            No          Yes       Private
## 2153      0   Male 10.00            0            No           No      children
## 2154      0 Female 54.00            0            No          Yes      Govt_job
## 2155      0   Male  7.00            0            No           No      children
## 2156      0 Female 53.00            0            No          Yes Self-employed
## 2157      0 Female 55.00            0            No          Yes Self-employed
## 2158      0   Male  6.00            0            No           No      children
## 2159      0 Female 72.00            0            No          Yes Self-employed
## 2160      0 Female 42.00            0            No          Yes      Govt_job
## 2161      0   Male 50.00            0            No          Yes       Private
## 2162      0 Female 55.00            1            No          Yes      Govt_job
## 2163      0 Female 47.00            0            No          Yes      Govt_job
## 2164      0   Male  3.00            0            No           No      children
## 2165      0 Female 49.00            0            No          Yes Self-employed
## 2166      0 Female 12.00            0            No           No      children
## 2167      0   Male 28.00            0            No          Yes       Private
## 2168      0   Male 40.00            0            No          Yes       Private
## 2169      0   Male 55.00            0            No          Yes       Private
## 2170      0   Male  9.00            0            No           No      children
## 2171      0 Female 77.00            0            No          Yes       Private
## 2172      0   Male 18.00            0            No           No       Private
## 2173      0   Male 73.00            0            No          Yes       Private
## 2174      0 Female 67.00            1            No          Yes       Private
## 2175      0   Male 58.00            0            No          Yes Self-employed
## 2176      0 Female  2.00            0            No           No      children
## 2177      0 Female 38.00            0            No          Yes       Private
## 2178      0   Male  5.00            0            No           No      children
## 2179      0 Female 34.00            0            No           No       Private
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## 2181      0 Female 57.00            0            No          Yes       Private
## 2182      0 Female 17.00            0            No           No       Private
## 2183      0 Female 71.00            0            No          Yes Self-employed
## 2184      0 Female 19.00            0            No           No       Private
## 2185      0   Male 56.00            0            No          Yes       Private
## 2186      0   Male 64.00            0           Yes          Yes       Private
## 2187      0   Male 13.00            0            No           No      children
## 2188      0   Male 40.00            0            No          Yes       Private
## 2189      0   Male 80.00            0           Yes          Yes       Private
## 2190      0 Female 62.00            1            No          Yes      Govt_job
## 2191      0   Male 79.00            1            No          Yes Self-employed
## 2192      0 Female  9.00            0            No           No      children
## 2193      0 Female 77.00            1            No          Yes Self-employed
## 2194      0 Female 26.00            0            No           No       Private
## 2195      0   Male  1.72            0            No           No      children
## 2196      0   Male 16.00            0            No           No       Private
## 2197      0 Female 40.00            0            No          Yes       Private
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## 2199      0   Male 45.00            1            No          Yes Self-employed
## 2200      0 Female 59.00            0            No           No       Private
## 2201      0 Female 31.00            0            No          Yes Self-employed
## 2202      0 Female 69.00            0           Yes          Yes       Private
## 2203      0   Male 73.00            0           Yes          Yes      Govt_job
## 2204      0 Female 56.00            0            No          Yes Self-employed
## 2205      0 Female 80.00            0           Yes          Yes Self-employed
## 2206      0 Female 60.00            0            No          Yes      Govt_job
## 2207      0 Female 40.00            0            No          Yes      Govt_job
## 2208      0 Female 30.00            0            No          Yes      Govt_job
## 2209      0 Female 66.00            0            No          Yes      Govt_job
## 2210      0   Male 78.00            1            No          Yes Self-employed
## 2211      0 Female 37.00            0            No          Yes       Private
## 2212      0 Female 41.00            0            No          Yes Self-employed
## 2213      0 Female 34.00            0            No          Yes       Private
## 2214      0 Female 18.00            0            No           No       Private
## 2215      0   Male 69.00            0            No          Yes Self-employed
## 2216      0   Male 67.00            0           Yes          Yes       Private
## 2217      0   Male 28.00            0            No           No       Private
## 2218      0 Female  3.00            0            No           No      children
## 2219      0 Female 57.00            0            No          Yes      Govt_job
## 2220      0   Male 34.00            0            No          Yes       Private
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## 2223      0   Male  2.00            0            No           No      children
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## 2225      0   Male 57.00            0            No          Yes       Private
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## 2227      0 Female 52.00            0            No          Yes      Govt_job
## 2228      0 Female 65.00            0            No          Yes       Private
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## 2230      0   Male 54.00            1            No          Yes Self-employed
## 2231      0   Male  8.00            0            No           No      children
## 2232      0   Male 45.00            1            No          Yes       Private
## 2233      0 Female 48.00            0            No          Yes      Govt_job
## 2234      0 Female 77.00            0            No          Yes Self-employed
## 2235      0 Female 34.00            0            No          Yes       Private
## 2236      0 Female 33.00            0            No          Yes       Private
## 2237      0   Male 39.00            0            No          Yes       Private
## 2238      0   Male 39.00            0            No          Yes Self-employed
## 2239      0   Male 40.00            0            No          Yes       Private
## 2240      0 Female 46.00            0            No          Yes       Private
## 2241      0 Female  1.00            0            No           No      children
## 2242      0 Female  5.00            0            No           No      children
## 2243      0   Male 14.00            0            No           No      children
## 2244      0 Female 49.00            0            No          Yes Self-employed
## 2245      0 Female 45.00            0            No          Yes       Private
## 2246      0 Female 13.00            0            No           No      children
## 2247      0 Female 76.00            0            No          Yes       Private
## 2248      0   Male 14.00            0            No           No      children
## 2249      0 Female 20.00            0            No           No       Private
## 2250      0 Female  9.00            0            No           No      children
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## 2252      0   Male 49.00            0            No          Yes       Private
## 2253      0 Female 55.00            0            No          Yes       Private
## 2254      0 Female 43.00            0            No           No      Govt_job
## 2255      0 Female 16.00            0            No           No       Private
## 2256      0   Male 58.00            0           Yes          Yes Self-employed
## 2257      0   Male 67.00            0            No          Yes      Govt_job
## 2258      0 Female 71.00            0            No          Yes       Private
## 2259      0   Male  8.00            0            No           No      children
## 2260      0 Female 18.00            0            No           No       Private
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## 2262      0   Male 59.00            0            No          Yes       Private
## 2263      0   Male 28.00            0            No           No      Govt_job
## 2264      0 Female 20.00            0            No           No       Private
## 2265      0   Male 67.00            0            No          Yes       Private
## 2266      0   Male 71.00            0            No          Yes Self-employed
## 2267      0 Female 56.00            0            No          Yes Self-employed
## 2268      0 Female 44.00            0            No           No       Private
## 2269      0 Female  6.00            0            No           No      children
## 2270      0 Female 78.00            0            No          Yes       Private
## 2271      0 Female 32.00            0            No          Yes       Private
## 2272      0 Female 40.00            0            No          Yes       Private
## 2273      0 Female 63.00            0            No          Yes Self-employed
## 2274      0   Male 51.00            0            No          Yes       Private
## 2275      0   Male 22.00            0            No          Yes      Govt_job
## 2276      0 Female 82.00            0            No          Yes Self-employed
## 2277      0 Female 17.00            0            No           No       Private
## 2278      0 Female 34.00            0            No          Yes       Private
## 2279      0   Male 42.00            0            No          Yes       Private
## 2280      0 Female 32.00            0            No          Yes       Private
## 2281      0   Male 73.00            0            No          Yes Self-employed
## 2282      0 Female 47.00            0            No          Yes       Private
## 2283      0 Female 34.00            0            No          Yes       Private
## 2284      0   Male 64.00            0           Yes          Yes       Private
## 2285      0   Male 52.00            1            No          Yes Self-employed
## 2286      0   Male 49.00            0            No          Yes       Private
## 2287      0   Male 55.00            0            No          Yes       Private
## 2288      0 Female 64.00            1            No          Yes       Private
## 2289      0   Male 23.00            0            No           No       Private
## 2290      0   Male 18.00            0            No           No       Private
## 2291      0 Female 65.00            0            No          Yes       Private
## 2292      0   Male 12.00            0            No           No      children
## 2293      0 Female 61.00            0            No          Yes Self-employed
## 2294      0   Male 66.00            0            No          Yes       Private
## 2295      0   Male 59.00            0            No          Yes      Govt_job
## 2296      0   Male 47.00            1            No          Yes       Private
## 2297      0 Female 47.00            0            No          Yes      Govt_job
## 2298      0 Female 71.00            1            No          Yes       Private
## 2299      0   Male 62.00            0            No          Yes       Private
## 2300      0 Female 28.00            0            No          Yes       Private
## 2301      0 Female  7.00            0            No           No      children
## 2302      0 Female 68.00            0            No          Yes       Private
## 2303      0   Male 37.00            0            No          Yes Self-employed
## 2304      0 Female 75.00            0            No          Yes      Govt_job
## 2305      0   Male  5.00            0            No           No      children
## 2306      0   Male  1.08            0            No           No      children
## 2307      0 Female 34.00            0            No           No       Private
## 2308      0   Male 49.00            0            No          Yes Self-employed
## 2309      0 Female  8.00            0            No           No      children
## 2310      0 Female 50.00            0            No          Yes      Govt_job
## 2311      0   Male  2.00            0            No           No      children
## 2312      0 Female  1.16            0            No           No      children
## 2313      0 Female 76.00            0            No          Yes Self-employed
## 2314      0   Male 18.00            0            No           No       Private
## 2315      0   Male 82.00            0            No          Yes       Private
## 2316      0 Female 67.00            0            No          Yes Self-employed
## 2317      0 Female 27.00            0            No          Yes       Private
## 2318      0   Male 57.00            0            No          Yes      Govt_job
## 2319      0 Female 51.00            1            No          Yes       Private
## 2320      0   Male 68.00            1            No          Yes       Private
## 2321      0 Female 56.00            0            No          Yes       Private
## 2322      0   Male 77.00            0           Yes          Yes      Govt_job
## 2323      0 Female 52.00            1            No          Yes Self-employed
## 2324      0 Female 18.00            0            No           No       Private
## 2325      0 Female 63.00            0            No          Yes Self-employed
## 2326      0 Female 31.00            0            No          Yes       Private
## 2327      0 Female 37.00            0            No           No       Private
## 2328      0 Female 64.00            0            No          Yes       Private
## 2329      0   Male 47.00            0            No          Yes Self-employed
## 2330      0 Female  1.80            0            No           No      children
## 2331      0   Male 42.00            0            No          Yes       Private
## 2332      0   Male 37.00            0            No          Yes       Private
## 2333      0 Female 69.00            0           Yes           No       Private
## 2334      0 Female 13.00            0            No           No      children
## 2335      0   Male 73.00            0            No           No      Govt_job
## 2336      0   Male 48.00            0            No          Yes       Private
## 2337      0 Female 78.00            1            No          Yes Self-employed
## 2338      0 Female 21.00            0            No           No       Private
## 2339      0   Male 54.00            0            No          Yes       Private
## 2340      0   Male 43.00            0            No          Yes      Govt_job
## 2341      0   Male 19.00            0            No           No       Private
## 2342      0 Female 82.00            0            No          Yes       Private
## 2343      0 Female 80.00            0            No          Yes Self-employed
## 2344      0 Female 69.00            1            No          Yes      Govt_job
## 2345      0 Female 21.00            0            No           No Self-employed
## 2346      0 Female 46.00            0            No          Yes       Private
## 2347      0 Female 14.00            0            No           No  Never_worked
## 2348      0   Male  6.00            0            No           No      children
## 2349      0 Female  3.00            0            No           No      children
## 2350      0   Male 47.00            0            No           No       Private
## 2351      0   Male 34.00            0            No          Yes       Private
## 2352      0 Female 41.00            0            No          Yes       Private
## 2353      0 Female 67.00            0            No          Yes       Private
## 2354      0 Female  5.00            0            No           No      children
## 2355      0   Male 20.00            0            No           No       Private
## 2356      0 Female 63.00            0            No          Yes       Private
## 2357      0 Female 73.00            0            No          Yes Self-employed
## 2358      0   Male 62.00            0            No          Yes       Private
## 2359      0   Male  0.88            0            No           No      children
## 2360      0   Male 50.00            1            No          Yes      Govt_job
## 2361      0   Male 71.00            0           Yes          Yes Self-employed
## 2362      0 Female 30.00            0            No          Yes       Private
## 2363      0 Female 80.00            0           Yes          Yes Self-employed
## 2364      0 Female 64.00            0            No          Yes Self-employed
## 2365      0   Male  7.00            0            No           No      children
## 2366      0 Female 36.00            0            No           No       Private
## 2367      0   Male 79.00            0            No          Yes Self-employed
## 2368      0 Female 35.00            0            No          Yes       Private
## 2369      0 Female 28.00            0            No           No       Private
## 2370      0   Male 72.00            0            No          Yes Self-employed
## 2371      0 Female 12.00            0            No           No      children
## 2372      0   Male 25.00            0            No           No       Private
## 2373      0 Female 27.00            0            No          Yes       Private
## 2374      0 Female 62.00            1            No          Yes Self-employed
## 2375      0   Male 58.00            0            No           No Self-employed
## 2376      0 Female 30.00            0            No          Yes       Private
## 2377      0   Male 56.00            0            No          Yes       Private
## 2378      0 Female 28.00            0            No          Yes       Private
## 2379      0   Male 47.00            0            No          Yes       Private
## 2380      0 Female 16.00            0            No           No       Private
## 2381      0 Female 29.00            0            No          Yes       Private
## 2382      0   Male 26.00            0            No          Yes       Private
## 2383      0 Female 26.00            0            No          Yes       Private
## 2384      0   Male 55.00            0            No          Yes       Private
## 2385      0 Female 29.00            0            No           No       Private
## 2386      0 Female 29.00            0            No           No      Govt_job
## 2387      0 Female 33.00            0            No           No       Private
## 2388      0 Female 19.00            1            No           No       Private
## 2389      0 Female 10.00            0            No           No      children
## 2390      0 Female  3.00            0            No           No      children
## 2391      0 Female 60.00            0            No          Yes       Private
## 2392      0 Female 16.00            0            No           No       Private
## 2393      0   Male 35.00            0            No          Yes       Private
## 2394      0 Female 41.00            0            No          Yes       Private
## 2395      0 Female 19.00            0            No           No       Private
## 2396      0 Female 79.00            0            No          Yes       Private
## 2397      0 Female 41.00            0            No          Yes       Private
## 2398      0   Male  1.64            0            No           No      children
## 2399      0 Female 51.00            0            No          Yes      Govt_job
## 2400      0 Female 33.00            0            No          Yes Self-employed
## 2401      0 Female 33.00            0            No          Yes      Govt_job
## 2402      0   Male 48.00            0            No           No       Private
## 2403      0   Male 45.00            0            No          Yes       Private
## 2404      0 Female 61.00            0            No           No       Private
## 2405      0   Male 31.00            0            No           No       Private
## 2406      0   Male 60.00            1            No           No       Private
## 2407      0   Male 51.00            0            No          Yes       Private
## 2408      0   Male 53.00            0            No          Yes      Govt_job
## 2409      0   Male 52.00            0            No          Yes      Govt_job
## 2410      0 Female 42.00            0            No          Yes      Govt_job
## 2411      0 Female 56.00            0            No          Yes       Private
## 2412      0   Male 14.00            0            No           No       Private
## 2413      0 Female 40.00            0            No           No       Private
## 2414      0 Female 58.00            0            No          Yes       Private
## 2415      0 Female 52.00            1            No          Yes       Private
## 2416      0   Male 30.00            0            No          Yes      Govt_job
## 2417      0 Female 47.00            0            No          Yes       Private
## 2418      0 Female 34.00            0            No          Yes      Govt_job
## 2419      0 Female 82.00            0           Yes          Yes Self-employed
## 2420      0 Female 31.00            0            No          Yes       Private
## 2421      0 Female 58.00            0            No          Yes       Private
## 2422      0 Female 47.00            0            No          Yes       Private
## 2423      0   Male 65.00            1            No          Yes Self-employed
## 2424      0 Female 13.00            0            No           No      children
## 2425      0   Male 37.00            1            No          Yes       Private
## 2426      0   Male  9.00            0            No           No      children
## 2427      0 Female  7.00            0            No           No      children
## 2428      0 Female 37.00            0            No           No      Govt_job
## 2429      0   Male 62.00            0            No           No      Govt_job
## 2430      0   Male 14.00            0            No           No Self-employed
## 2431      0 Female 77.00            0            No          Yes      Govt_job
## 2432      0   Male 36.00            0            No          Yes       Private
## 2433      0 Female  3.00            0            No           No      children
## 2434      0   Male 78.00            1           Yes           No Self-employed
## 2435      0 Female 49.00            0            No          Yes      Govt_job
## 2436      0   Male 44.00            0            No          Yes       Private
## 2437      0   Male 10.00            0            No           No      children
## 2438      0   Male  8.00            0            No           No      children
## 2439      0 Female 60.00            0            No          Yes       Private
## 2440      0 Female 56.00            0            No          Yes       Private
## 2441      0 Female 73.00            0            No          Yes Self-employed
## 2442      0 Female 65.00            0            No          Yes      Govt_job
## 2443      0 Female 34.00            0            No          Yes Self-employed
## 2444      0   Male 13.00            0            No           No      children
## 2445      0 Female 80.00            0            No          Yes       Private
## 2446      0   Male 46.00            0            No          Yes       Private
## 2447      0 Female 80.00            0            No          Yes Self-employed
## 2448      0 Female 65.00            0            No           No       Private
## 2449      0 Female 24.00            0            No           No       Private
## 2450      0 Female 33.00            0            No          Yes       Private
## 2451      0   Male 11.00            0            No           No      children
## 2452      0 Female 57.00            0            No          Yes Self-employed
## 2453      0 Female 19.00            0            No           No      Govt_job
## 2454      0   Male 82.00            0            No          Yes       Private
## 2455      0 Female 39.00            0            No          Yes       Private
## 2456      0 Female 14.00            0            No           No       Private
## 2457      0 Female 60.00            1            No           No       Private
## 2458      0 Female  3.00            0            No           No      children
## 2459      0 Female 57.00            0            No          Yes       Private
## 2460      0   Male 79.00            0            No          Yes       Private
## 2461      0 Female 65.00            0            No          Yes       Private
## 2462      0 Female 67.00            1            No          Yes       Private
## 2463      0 Female 60.00            0            No           No      Govt_job
## 2464      0 Female 36.00            0            No           No       Private
## 2465      0   Male 36.00            0            No          Yes      Govt_job
## 2466      0 Female 26.00            0            No           No       Private
## 2467      0   Male 71.00            0            No          Yes      Govt_job
## 2468      0   Male 78.00            0            No          Yes       Private
## 2469      0   Male 77.00            0            No          Yes Self-employed
## 2470      0   Male 74.00            0            No          Yes       Private
## 2471      0 Female 50.00            0            No          Yes Self-employed
## 2472      0   Male  9.00            0            No           No      children
## 2473      0   Male  1.64            0            No           No      children
## 2474      0 Female 54.00            0            No          Yes       Private
## 2475      0   Male  8.00            0            No           No      children
## 2476      0 Female 36.00            0            No          Yes       Private
## 2477      0 Female 38.00            0            No          Yes       Private
## 2478      0 Female 34.00            1            No          Yes Self-employed
## 2479      0 Female  7.00            0            No           No      children
## 2480      0 Female  5.00            0            No           No      children
## 2481      0   Male 14.00            0            No           No      children
## 2482      0   Male  0.88            0            No           No      children
## 2483      0 Female 30.00            0            No          Yes       Private
## 2484      0 Female 39.00            0            No          Yes      Govt_job
## 2485      0 Female 17.00            0            No           No       Private
## 2486      0 Female 14.00            0            No           No       Private
## 2487      0 Female 52.00            0            No          Yes Self-employed
## 2488      0   Male 78.00            0            No          Yes Self-employed
## 2489      0 Female  2.00            0            No           No      children
## 2490      0   Male 32.00            0            No          Yes       Private
## 2491      0   Male  0.88            0            No           No      children
## 2492      0 Female 50.00            0            No          Yes Self-employed
## 2493      0 Female 48.00            0            No          Yes      Govt_job
## 2494      0   Male 66.00            0            No          Yes      Govt_job
## 2495      0   Male 78.00            0           Yes          Yes Self-employed
## 2496      0   Male 46.00            0            No          Yes       Private
## 2497      0 Female 54.00            0            No          Yes       Private
## 2498      0 Female 81.00            1           Yes          Yes       Private
## 2499      0 Female 15.00            0            No           No      children
## 2500      0   Male 77.00            0            No          Yes Self-employed
## 2501      0 Female 59.00            0            No          Yes Self-employed
## 2502      0 Female 48.00            0            No          Yes       Private
## 2503      0   Male 76.00            0           Yes          Yes Self-employed
## 2504      0   Male 49.00            0            No          Yes       Private
## 2505      0 Female 44.00            0            No           No       Private
## 2506      0 Female 39.00            0            No          Yes       Private
## 2507      0   Male 34.00            0            No          Yes       Private
## 2508      0   Male 50.00            0            No           No       Private
## 2509      0   Male 62.00            0            No          Yes       Private
## 2510      0 Female 38.00            0            No          Yes       Private
## 2511      0 Female 43.00            0            No          Yes       Private
## 2512      0   Male 28.00            0            No           No       Private
## 2513      0 Female 58.00            0            No          Yes       Private
## 2514      0   Male 28.00            0            No           No       Private
## 2515      0   Male 18.00            0            No           No       Private
## 2516      0   Male 62.00            1           Yes          Yes       Private
## 2517      0   Male 31.00            0            No           No       Private
## 2518      0   Male 55.00            1            No          Yes       Private
## 2519      0 Female 54.00            0            No          Yes       Private
## 2520      0   Male 73.00            0           Yes          Yes       Private
## 2521      0   Male 26.00            0            No           No Self-employed
## 2522      0   Male 73.00            0           Yes          Yes       Private
## 2523      0 Female 38.00            0            No          Yes       Private
## 2524      0   Male 75.00            1           Yes          Yes       Private
## 2525      0   Male 81.00            0            No          Yes       Private
## 2526      0 Female 20.00            0            No           No       Private
## 2527      0 Female 12.00            0            No           No      children
## 2528      0   Male 78.00            0           Yes          Yes       Private
## 2529      0 Female 42.00            0            No           No       Private
## 2530      0 Female 71.00            1            No          Yes       Private
## 2531      0   Male 16.00            0            No           No      children
## 2532      0   Male  4.00            0            No           No      children
## 2533      0   Male 79.00            0           Yes          Yes       Private
## 2534      0   Male 60.00            0            No          Yes       Private
## 2535      0 Female 45.00            1            No          Yes       Private
## 2536      0   Male 23.00            0            No           No       Private
## 2537      0   Male 21.00            0            No           No       Private
## 2538      0 Female 67.00            0            No          Yes Self-employed
## 2539      0   Male 10.00            0            No           No      children
## 2540      0 Female 24.00            0            No          Yes Self-employed
## 2541      0   Male 50.00            0            No          Yes Self-employed
## 2542      0   Male 79.00            0           Yes          Yes       Private
## 2543      0   Male 14.00            0            No           No      children
## 2544      0 Female 13.00            0            No           No      children
## 2545      0   Male 71.00            0           Yes          Yes       Private
## 2546      0 Female 66.00            0            No          Yes       Private
## 2547      0   Male 32.00            0            No           No      Govt_job
## 2548      0   Male 46.00            0            No          Yes      Govt_job
## 2549      0   Male 48.00            1            No          Yes       Private
## 2550      0 Female 45.00            0            No          Yes       Private
## 2551      0   Male 55.00            0            No          Yes       Private
## 2552      0 Female 31.00            0            No          Yes       Private
## 2553      0   Male 25.00            0            No           No       Private
## 2554      0   Male 73.00            1            No          Yes Self-employed
## 2555      0 Female 14.00            0            No           No      children
## 2556      0 Female 56.00            0            No          Yes      Govt_job
## 2557      0   Male 60.00            0            No          Yes       Private
## 2558      0   Male 27.00            0            No          Yes       Private
## 2559      0 Female 28.00            0            No          Yes       Private
## 2560      0   Male 46.00            1            No          Yes       Private
## 2561      0 Female 11.00            0            No           No      children
## 2562      0 Female 63.00            0            No          Yes       Private
## 2563      0 Female 59.00            0            No          Yes       Private
## 2564      0   Male 57.00            0            No          Yes       Private
## 2565      0 Female 35.00            0            No           No       Private
## 2566      0   Male 54.00            0            No          Yes       Private
## 2567      0   Male  7.00            0            No           No      children
## 2568      0 Female 48.00            0            No          Yes       Private
## 2569      0   Male 69.00            1            No          Yes       Private
## 2570      0   Male 59.00            0            No          Yes       Private
## 2571      0 Female 72.00            1            No          Yes Self-employed
## 2572      0   Male 49.00            0            No          Yes       Private
## 2573      0 Female 73.00            1            No          Yes       Private
## 2574      0 Female 24.00            0            No           No       Private
## 2575      0   Male 26.00            0            No           No       Private
## 2576      0   Male 27.00            0            No           No       Private
## 2577      0 Female 78.00            0           Yes           No Self-employed
## 2578      0 Female 77.00            0            No          Yes       Private
## 2579      0 Female 59.00            0            No          Yes Self-employed
## 2580      0   Male  0.32            0            No           No      children
## 2581      0   Male 39.00            0            No          Yes       Private
## 2582      0 Female 35.00            0            No          Yes       Private
## 2583      0   Male 54.00            0            No          Yes       Private
## 2584      0 Female 75.00            0           Yes          Yes       Private
## 2585      0 Female 80.00            0            No          Yes       Private
## 2586      0 Female 35.00            0            No          Yes       Private
## 2587      0 Female 22.00            0            No           No      Govt_job
## 2588      0   Male 39.00            0            No          Yes       Private
## 2589      0   Male  6.00            0            No           No      children
## 2590      0 Female 62.00            0            No          Yes Self-employed
## 2591      0 Female 13.00            0            No           No      children
## 2592      0   Male 56.00            0            No          Yes      Govt_job
## 2593      0   Male 53.00            0           Yes          Yes      Govt_job
## 2594      0   Male  5.00            0            No           No      children
## 2595      0 Female 44.00            0            No          Yes       Private
## 2596      0   Male 13.00            0            No           No      children
## 2597      0 Female 59.00            0            No          Yes       Private
## 2598      0 Female 35.00            0            No          Yes       Private
## 2599      0 Female 52.00            0            No          Yes       Private
## 2600      0 Female 76.00            0            No          Yes       Private
## 2601      0 Female 51.00            0            No          Yes Self-employed
## 2602      0 Female 79.00            0            No          Yes      Govt_job
## 2603      0 Female 69.00            0            No          Yes Self-employed
## 2604      0 Female 78.00            0            No          Yes Self-employed
## 2605      0   Male 60.00            0            No          Yes       Private
## 2606      0   Male 10.00            0            No           No      children
## 2607      0   Male 42.00            1            No          Yes Self-employed
## 2608      0   Male 21.00            0            No           No       Private
## 2609      0 Female 56.00            0            No          Yes       Private
## 2610      0   Male 59.00            0            No          Yes      Govt_job
## 2611      0 Female 69.00            0            No          Yes       Private
## 2612      0 Female 25.00            0            No          Yes       Private
## 2613      0   Male 63.00            0            No          Yes Self-employed
## 2614      0   Male 25.00            0            No           No       Private
## 2615      0 Female 58.00            0            No          Yes       Private
## 2616      0 Female 28.00            0            No          Yes       Private
## 2617      0 Female 46.00            0            No          Yes      Govt_job
## 2618      0   Male 53.00            0            No          Yes       Private
## 2619      0 Female 37.00            0            No          Yes       Private
## 2620      0   Male 12.00            0            No           No      children
## 2621      0 Female 14.00            0            No           No      children
## 2622      0 Female 60.00            0            No          Yes       Private
## 2623      0   Male 42.00            0            No          Yes       Private
## 2624      0 Female 65.00            0            No          Yes       Private
## 2625      0   Male 80.00            1            No          Yes Self-employed
## 2626      0   Male 32.00            0            No          Yes       Private
## 2627      0 Female 53.00            0            No          Yes      Govt_job
## 2628      0 Female 50.00            0            No          Yes      Govt_job
## 2629      0 Female 23.00            0            No           No       Private
## 2630      0 Female 45.00            0            No          Yes       Private
## 2631      0 Female  0.80            0            No           No      children
## 2632      0   Male 49.00            0            No          Yes       Private
## 2633      0   Male 70.00            0           Yes          Yes       Private
## 2634      0 Female 82.00            0            No          Yes Self-employed
## 2635      0   Male 23.00            0            No           No       Private
## 2636      0 Female 79.00            0            No          Yes Self-employed
## 2637      0 Female 74.00            0            No          Yes       Private
## 2638      0   Male 78.00            0           Yes          Yes Self-employed
## 2639      0 Female 50.00            0            No          Yes       Private
## 2640      0 Female 34.00            0            No          Yes       Private
## 2641      0   Male 47.00            0            No          Yes      Govt_job
## 2642      0 Female 52.00            0            No          Yes      Govt_job
## 2643      0 Female 67.00            0            No          Yes       Private
## 2644      0 Female 62.00            0            No          Yes       Private
## 2645      0 Female 18.00            0            No           No       Private
## 2646      0 Female 75.00            1            No          Yes      Govt_job
## 2647      0 Female 42.00            0            No          Yes       Private
## 2648      0   Male 29.00            0            No          Yes      Govt_job
## 2649      0   Male 52.00            0            No          Yes      Govt_job
## 2650      0 Female 18.00            0            No           No       Private
## 2651      0   Male 67.00            0            No          Yes      Govt_job
## 2652      0 Female 66.00            0            No          Yes       Private
## 2653      0   Male  5.00            0            No           No      children
## 2654      0 Female 18.00            0            No           No      Govt_job
## 2655      0   Male 52.00            0            No          Yes      Govt_job
## 2656      0 Female 44.00            0            No          Yes      Govt_job
## 2657      0   Male 46.00            1            No          Yes      Govt_job
## 2658      0 Female 36.00            0            No          Yes      Govt_job
## 2659      0 Female 61.00            0            No          Yes      Govt_job
## 2660      0 Female  7.00            0            No           No      children
## 2661      0 Female 15.00            0            No           No      children
## 2662      0   Male 61.00            0            No          Yes       Private
## 2663      0   Male 20.00            0            No           No       Private
## 2664      0 Female  2.00            0            No           No      children
## 2665      0   Male 47.00            0            No          Yes Self-employed
## 2666      0 Female 25.00            0            No           No      Govt_job
## 2667      0   Male 66.00            1            No          Yes       Private
## 2668      0   Male  2.00            0            No           No      children
## 2669      0 Female 63.00            0            No          Yes       Private
## 2670      0 Female 53.00            0            No           No       Private
## 2671      0 Female 33.00            0            No          Yes      Govt_job
## 2672      0 Female 23.00            0            No           No      Govt_job
## 2673      0 Female 23.00            0            No           No      Govt_job
## 2674      0 Female 81.00            0            No          Yes Self-employed
## 2675      0   Male 55.00            0            No          Yes       Private
## 2676      0 Female 69.00            1            No          Yes      Govt_job
## 2677      0   Male 58.00            0            No          Yes       Private
## 2678      0 Female 70.00            0            No          Yes       Private
## 2679      0 Female 48.00            0            No          Yes       Private
## 2680      0   Male 15.00            0            No           No       Private
## 2681      0   Male 31.00            1            No          Yes       Private
## 2682      0 Female  2.00            0            No           No      children
## 2683      0   Male 80.00            0            No           No Self-employed
## 2684      0 Female 69.00            0            No          Yes       Private
## 2685      0 Female 52.00            0            No          Yes       Private
## 2686      0   Male 80.00            1            No          Yes Self-employed
## 2687      0   Male 54.00            0            No          Yes       Private
## 2688      0 Female  2.00            0            No           No      children
## 2689      0   Male 39.00            0            No          Yes      Govt_job
## 2690      0 Female 38.00            0            No          Yes       Private
## 2691      0   Male 76.00            0           Yes          Yes       Private
## 2692      0 Female 45.00            0            No           No       Private
## 2693      0 Female  1.24            0            No           No      children
## 2694      0 Female 77.00            0            No          Yes       Private
## 2695      0 Female 46.00            0            No           No      Govt_job
## 2696      0 Female 50.00            0            No          Yes       Private
## 2697      0 Female 52.00            0            No          Yes       Private
## 2698      0 Female 73.00            1            No          Yes       Private
## 2699      0   Male 41.00            0            No          Yes       Private
## 2700      0 Female 40.00            0            No           No       Private
## 2701      0 Female 59.00            0            No          Yes       Private
## 2702      0   Male 48.00            0            No          Yes      Govt_job
## 2703      0 Female 42.00            0            No          Yes       Private
## 2704      0 Female 26.00            0            No           No       Private
## 2705      0   Male 39.00            0            No          Yes Self-employed
## 2706      0 Female 34.00            0            No           No       Private
## 2707      0 Female 54.00            0            No          Yes       Private
## 2708      0 Female 57.00            0            No          Yes       Private
## 2709      0 Female  1.56            0            No           No      children
## 2710      0 Female 50.00            1           Yes           No      Govt_job
## 2711      0 Female 64.00            1            No          Yes Self-employed
## 2712      0   Male 44.00            0            No          Yes      Govt_job
## 2713      0   Male 38.00            0            No          Yes       Private
## 2714      0   Male 32.00            0            No          Yes       Private
## 2715      0   Male 17.00            0            No           No       Private
## 2716      0   Male 81.00            0            No          Yes      Govt_job
## 2717      0   Male 15.00            0            No           No       Private
## 2718      0 Female  5.00            0            No           No      children
## 2719      0   Male 70.00            1           Yes          Yes       Private
## 2720      0   Male 52.00            0            No           No      Govt_job
## 2721      0 Female 67.00            0           Yes          Yes Self-employed
## 2722      0 Female 17.00            0            No           No  Never_worked
## 2723      0   Male 61.00            0            No          Yes       Private
## 2724      0 Female 31.00            0            No           No       Private
## 2725      0   Male 58.00            0            No          Yes Self-employed
## 2726      0 Female 12.00            0            No           No      children
## 2727      0 Female 30.00            0            No           No       Private
## 2728      0 Female 65.00            0            No          Yes Self-employed
## 2729      0 Female 23.00            0            No           No       Private
## 2730      0   Male 14.00            0            No           No      children
## 2731      0   Male 27.00            0            No           No Self-employed
## 2732      0 Female 53.00            0            No          Yes       Private
## 2733      0 Female 58.00            1            No          Yes      Govt_job
## 2734      0   Male  9.00            0            No           No      children
## 2735      0   Male 59.00            1            No          Yes Self-employed
## 2736      0 Female 46.00            0            No          Yes      Govt_job
## 2737      0 Female 41.00            0            No           No       Private
## 2738      0   Male 55.00            0            No          Yes Self-employed
## 2739      0 Female 43.00            0            No          Yes       Private
## 2740      0 Female  5.00            0            No           No      children
## 2741      0   Male 15.00            0            No           No  Never_worked
## 2742      0 Female 36.00            0            No          Yes       Private
## 2743      0 Female 36.00            0            No          Yes       Private
## 2744      0 Female 47.00            0            No           No       Private
## 2745      0 Female 18.00            0            No           No       Private
## 2746      0   Male 19.00            0            No           No       Private
## 2747      0   Male 65.00            0            No          Yes Self-employed
## 2748      0   Male 17.00            0            No           No      Govt_job
## 2749      0   Male 54.00            0            No          Yes       Private
## 2750      0 Female 46.00            0            No          Yes       Private
## 2751      0 Female 59.00            0            No          Yes Self-employed
## 2752      0 Female 48.00            0            No          Yes      Govt_job
## 2753      0 Female 38.00            0            No          Yes       Private
## 2754      0 Female 18.00            0            No           No       Private
## 2755      0 Female 56.00            0            No          Yes Self-employed
## 2756      0   Male  3.00            0            No           No      children
## 2757      0 Female 41.00            0            No           No       Private
## 2758      0 Female 67.00            0            No          Yes       Private
## 2759      0 Female 60.00            0            No          Yes       Private
## 2760      0 Female 47.00            0            No          Yes      Govt_job
## 2761      0 Female 24.00            0            No           No       Private
## 2762      0   Male 43.00            0            No          Yes       Private
## 2763      0 Female 17.00            0            No           No       Private
## 2764      0 Female 45.00            0            No          Yes       Private
## 2765      0 Female 24.00            0            No          Yes       Private
## 2766      0 Female 79.00            0            No           No Self-employed
## 2767      0   Male 79.00            0            No          Yes Self-employed
## 2768      0 Female 27.00            0            No          Yes       Private
## 2769      0   Male 72.00            1            No          Yes       Private
## 2770      0   Male 64.00            0           Yes          Yes Self-employed
## 2771      0 Female 34.00            0            No          Yes       Private
## 2772      0 Female 50.00            0            No          Yes Self-employed
## 2773      0 Female 58.00            0            No          Yes Self-employed
## 2774      0   Male 26.00            0            No          Yes      Govt_job
## 2775      0 Female 50.00            0            No          Yes       Private
## 2776      0 Female 80.00            0            No          Yes       Private
## 2777      0   Male  2.00            0            No           No      children
## 2778      0   Male 46.00            0            No           No       Private
## 2779      0 Female 29.00            0            No          Yes       Private
## 2780      0 Female  6.00            0            No           No      children
## 2781      0   Male 32.00            0            No          Yes Self-employed
## 2782      0 Female 16.00            0            No           No  Never_worked
## 2783      0 Female 44.00            0            No          Yes      Govt_job
## 2784      0 Female 23.00            0            No           No       Private
## 2785      0   Male 48.00            0            No          Yes       Private
## 2786      0 Female 34.00            0            No          Yes       Private
## 2787      0   Male 78.00            0            No          Yes      Govt_job
## 2788      0 Female 42.00            0            No          Yes       Private
## 2789      0   Male 14.00            0            No           No       Private
## 2790      0 Female 40.00            0            No           No       Private
## 2791      0   Male 10.00            0            No           No      children
## 2792      0 Female 39.00            0            No          Yes      Govt_job
## 2793      0 Female 42.00            0            No           No Self-employed
## 2794      0   Male 47.00            0            No          Yes       Private
## 2795      0   Male 14.00            0            No           No       Private
## 2796      0   Male 45.00            0            No          Yes       Private
## 2797      0   Male 58.00            0            No           No       Private
## 2798      0 Female 73.00            0            No          Yes       Private
## 2799      0 Female 62.00            0            No          Yes       Private
## 2800      0 Female 62.00            0           Yes          Yes      Govt_job
## 2801      0 Female 51.00            0           Yes          Yes Self-employed
## 2802      0   Male  0.80            0            No           No      children
## 2803      0 Female 57.00            0            No          Yes       Private
## 2804      0 Female  8.00            0            No           No      children
## 2805      0 Female 69.00            0            No          Yes      Govt_job
## 2806      0 Female 16.00            0            No           No       Private
## 2807      0 Female 56.00            0            No          Yes       Private
## 2808      0 Female 41.00            0            No          Yes      Govt_job
## 2809      0 Female  1.24            0            No           No      children
## 2810      0 Female 42.00            0            No          Yes       Private
## 2811      0   Male 57.00            0            No          Yes       Private
## 2812      0   Male 20.00            0            No           No       Private
## 2813      0 Female  8.00            0            No           No      children
## 2814      0   Male 43.00            0            No          Yes       Private
## 2815      0   Male 62.00            0            No          Yes       Private
## 2816      0   Male 42.00            0            No           No      Govt_job
## 2817      0   Male 50.00            0            No          Yes       Private
## 2818      0 Female 63.00            0            No          Yes       Private
## 2819      0   Male 80.00            0           Yes          Yes       Private
## 2820      0 Female 13.00            0            No           No      children
## 2821      0 Female 20.00            0            No           No       Private
## 2822      0 Female 71.00            0           Yes          Yes Self-employed
## 2823      0 Female 50.00            0            No          Yes       Private
## 2824      0 Female 76.00            0            No          Yes       Private
## 2825      0 Female 41.00            0            No          Yes       Private
## 2826      0   Male 76.00            0            No          Yes       Private
## 2827      0 Female 78.00            0            No          Yes Self-employed
## 2828      0   Male  5.00            0            No           No      children
## 2829      0   Male 29.00            1            No          Yes       Private
## 2830      0 Female 43.00            0            No          Yes       Private
## 2831      0 Female 49.00            0            No          Yes       Private
## 2832      0   Male 70.00            1            No          Yes Self-employed
## 2833      0   Male 24.00            0            No           No       Private
## 2834      0 Female 41.00            0            No          Yes       Private
## 2835      0   Male 20.00            0            No           No       Private
## 2836      0   Male 34.00            0            No          Yes       Private
## 2837      0   Male 32.00            0            No          Yes       Private
## 2838      0   Male 27.00            0            No          Yes       Private
## 2839      0 Female 44.00            0            No          Yes      Govt_job
## 2840      0   Male 20.00            0            No           No       Private
## 2841      0 Female 52.00            0            No          Yes       Private
## 2842      0 Female 57.00            0            No          Yes       Private
## 2843      0   Male 29.00            0            No           No       Private
## 2844      0 Female 16.00            0            No           No       Private
## 2845      0 Female 35.00            0            No          Yes      Govt_job
## 2846      0 Female  5.00            0            No           No      children
## 2847      0   Male 63.00            0            No          Yes       Private
## 2848      0   Male 59.00            1            No          Yes       Private
## 2849      0   Male 63.00            0            No          Yes       Private
## 2850      0   Male 52.00            0            No          Yes       Private
## 2851      0 Female 50.00            0            No           No       Private
## 2852      0 Female 43.00            0            No          Yes       Private
## 2853      0 Female 27.00            0            No           No Self-employed
## 2854      0   Male 30.00            0            No           No       Private
## 2855      0 Female  8.00            0            No           No      children
## 2856      0   Male 75.00            1            No          Yes       Private
## 2857      0   Male 14.00            0            No           No       Private
## 2858      0 Female 23.00            0            No          Yes       Private
## 2859      0   Male  6.00            0            No           No      children
## 2860      0 Female 37.00            0            No          Yes      Govt_job
## 2861      0   Male 38.00            0            No          Yes      Govt_job
## 2862      0   Male  3.00            0            No           No      children
## 2863      0 Female 26.00            0            No           No      Govt_job
## 2864      0 Female 58.00            0            No          Yes      Govt_job
## 2865      0   Male 57.00            0            No          Yes       Private
## 2866      0   Male 58.00            0            No          Yes       Private
## 2867      0   Male 76.00            0            No          Yes       Private
## 2868      0 Female 68.00            1           Yes          Yes       Private
## 2869      0 Female 79.00            0            No          Yes Self-employed
## 2870      0   Male 34.00            0            No          Yes       Private
## 2871      0   Male 75.00            0            No          Yes Self-employed
## 2872      0   Male 11.00            0            No           No      children
## 2873      0   Male 71.00            1            No          Yes Self-employed
## 2874      0 Female 40.00            0            No          Yes       Private
## 2875      0 Female 24.00            0            No           No       Private
## 2876      0   Male  0.64            0            No           No      children
## 2877      0 Female 82.00            0            No          Yes Self-employed
## 2878      0   Male 32.00            0            No          Yes       Private
## 2879      0 Female 81.00            0            No          Yes       Private
## 2880      0 Female 33.00            1            No           No       Private
## 2881      0 Female 79.00            0           Yes          Yes       Private
## 2882      0 Female 62.00            0            No          Yes Self-employed
## 2883      0   Male 39.00            0            No          Yes       Private
## 2884      0 Female 60.00            1            No          Yes Self-employed
## 2885      0   Male 48.00            0            No          Yes       Private
## 2886      0   Male 24.00            0            No           No       Private
## 2887      0 Female 70.00            1            No          Yes Self-employed
## 2888      0 Female 17.00            0            No           No       Private
## 2889      0 Female 56.00            0            No          Yes      Govt_job
## 2890      0 Female  3.00            0            No           No      children
## 2891      0   Male 65.00            0            No          Yes       Private
## 2892      0   Male 72.00            0           Yes          Yes       Private
## 2893      0   Male 10.00            0            No           No      children
## 2894      0   Male 29.00            0            No          Yes       Private
## 2895      0 Female 44.00            0            No          Yes       Private
## 2896      0   Male 46.00            0            No          Yes       Private
## 2897      0   Male 33.00            0            No          Yes       Private
## 2898      0   Male 63.00            0           Yes          Yes Self-employed
## 2899      0   Male  0.24            0            No           No      children
## 2900      0   Male 55.00            0            No          Yes       Private
## 2901      0 Female 56.00            0            No          Yes       Private
## 2902      0   Male 50.00            0            No           No      Govt_job
## 2903      0   Male 78.00            1           Yes          Yes Self-employed
## 2904      0   Male 63.00            0            No          Yes       Private
## 2905      0 Female 31.00            0            No          Yes       Private
## 2906      0   Male 65.00            0            No          Yes       Private
## 2907      0   Male 51.00            0            No          Yes       Private
## 2908      0   Male 60.00            0            No          Yes       Private
## 2909      0   Male 69.00            0            No          Yes Self-employed
## 2910      0 Female 23.00            0            No           No       Private
## 2911      0   Male 46.00            0            No          Yes       Private
## 2912      0 Female 16.00            0            No           No       Private
## 2913      0 Female 26.00            0            No           No       Private
## 2914      0 Female 44.00            1            No          Yes      Govt_job
## 2915      0 Female 56.00            0            No          Yes       Private
## 2916      0 Female 23.00            0            No          Yes      Govt_job
## 2917      0 Female 38.00            0            No          Yes       Private
## 2918      0 Female 18.00            0            No           No  Never_worked
## 2919      0 Female 63.00            0           Yes          Yes Self-employed
## 2920      0   Male 23.00            0            No           No       Private
## 2921      0   Male 32.00            0            No           No       Private
## 2922      0   Male  8.00            0            No           No      children
## 2923      0   Male 77.00            0            No          Yes Self-employed
## 2924      0 Female 41.00            0            No          Yes       Private
## 2925      0 Female 34.00            0            No           No      Govt_job
## 2926      0   Male 25.00            0            No          Yes Self-employed
## 2927      0 Female 35.00            0            No          Yes Self-employed
## 2928      0   Male 15.00            0            No           No      children
## 2929      0   Male  1.64            0            No           No      children
## 2930      0   Male  4.00            0            No           No      children
## 2931      0 Female 33.00            0            No           No       Private
## 2932      0   Male 28.00            0            No          Yes Self-employed
## 2933      0 Female 37.00            0            No          Yes       Private
## 2934      0 Female 50.00            0            No          Yes       Private
## 2935      0 Female 76.00            0           Yes          Yes Self-employed
## 2936      0 Female 72.00            0            No          Yes Self-employed
## 2937      0   Male 16.00            0            No           No       Private
## 2938      0   Male 44.00            0            No          Yes       Private
## 2939      0   Male 46.00            0           Yes          Yes      Govt_job
## 2940      0   Male 46.00            0            No          Yes       Private
## 2941      0 Female 73.00            1           Yes          Yes      Govt_job
## 2942      0 Female 29.00            0            No          Yes Self-employed
## 2943      0   Male 19.00            0            No           No       Private
## 2944      0 Female 27.00            0            No           No       Private
## 2945      0 Female 36.00            0            No          Yes       Private
## 2946      0 Female 61.00            0            No          Yes Self-employed
## 2947      0 Female  9.00            0            No           No      children
## 2948      0 Female 25.00            0            No           No       Private
## 2949      0 Female 68.00            0            No          Yes       Private
## 2950      0 Female 26.00            1            No          Yes       Private
## 2951      0 Female 17.00            0            No           No       Private
## 2952      0   Male 75.00            0            No          Yes       Private
## 2953      0   Male 34.00            0            No           No      Govt_job
## 2954      0   Male 53.00            0            No          Yes       Private
## 2955      0 Female 18.00            0            No           No       Private
## 2956      0   Male 48.00            0            No          Yes       Private
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## 2969      0   Male 59.00            0            No          Yes      Govt_job
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## 2979      0   Male 42.00            0            No          Yes       Private
## 2980      0 Female 82.00            1            No          Yes Self-employed
## 2981      0 Female 61.00            0            No          Yes       Private
## 2982      0 Female 62.00            0            No          Yes       Private
## 2983      0   Male 59.00            1           Yes          Yes      Govt_job
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## 2987      0   Male 71.00            0           Yes          Yes      Govt_job
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## 2990      0   Male 30.00            0            No           No       Private
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## 2999      0 Female 57.00            0            No          Yes Self-employed
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## 3002      0   Male 33.00            0            No           No Self-employed
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## 3004      0 Female 35.00            0            No           No       Private
## 3005      0 Female 10.00            0            No           No      children
## 3006      0   Male 50.00            0            No          Yes      Govt_job
## 3007      0 Female 44.00            0            No          Yes       Private
## 3008      0 Female 73.00            0            No           No Self-employed
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## 3011      0   Male 45.00            0            No          Yes Self-employed
## 3012      0 Female 60.00            0            No           No       Private
## 3013      0 Female 49.00            1            No          Yes      Govt_job
## 3014      0 Female 45.00            0            No          Yes Self-employed
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## 3016      0 Female 54.00            0            No          Yes       Private
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## 3018      0   Male 76.00            0            No          Yes Self-employed
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## 3022      0   Male 79.00            0            No          Yes Self-employed
## 3023      0   Male 30.00            0            No          Yes       Private
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## 3025      0 Female 57.00            0            No          Yes      Govt_job
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## 3028      0   Male 77.00            0            No          Yes      Govt_job
## 3029      0 Female 67.00            1            No          Yes       Private
## 3030      0 Female 36.00            0            No          Yes       Private
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## 3038      0 Female 20.00            0            No           No       Private
## 3039      0   Male 19.00            0            No           No       Private
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## 3045      0 Female 10.00            0            No           No      children
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## 3047      0 Female 60.00            0            No          Yes Self-employed
## 3048      0 Female 22.00            0            No           No       Private
## 3049      0 Female 62.00            1            No          Yes Self-employed
## 3050      0 Female 52.00            0            No          Yes      Govt_job
## 3051      0   Male 61.00            0            No           No       Private
## 3052      0 Female 10.00            0            No           No      children
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## 3055      0 Female 69.00            0           Yes           No      Govt_job
## 3056      0 Female 62.00            0            No          Yes      Govt_job
## 3057      0   Male 62.00            0           Yes          Yes      Govt_job
## 3058      0 Female 79.00            0            No           No Self-employed
## 3059      0   Male 13.00            0            No           No      children
## 3060      0 Female 38.00            0            No          Yes       Private
## 3061      0   Male 49.00            0            No          Yes Self-employed
## 3062      0 Female 41.00            0            No          Yes       Private
## 3063      0   Male 56.00            0            No          Yes       Private
## 3064      0 Female  8.00            0            No           No      children
## 3065      0 Female 24.00            0            No           No       Private
## 3066      0 Female 61.00            0            No          Yes       Private
## 3067      0 Female 40.00            0            No           No      Govt_job
## 3068      0 Female 22.00            0            No           No       Private
## 3069      0 Female 80.00            1            No          Yes       Private
## 3070      0 Female 60.00            1           Yes          Yes       Private
## 3071      0 Female 57.00            0            No          Yes       Private
## 3072      0 Female 55.00            0            No          Yes       Private
## 3073      0 Female 39.00            0            No          Yes Self-employed
## 3074      0 Female 51.00            0            No          Yes       Private
## 3075      0 Female 47.00            0            No          Yes Self-employed
## 3076      0   Male 77.00            1           Yes          Yes Self-employed
## 3077      0 Female 32.00            0            No          Yes       Private
## 3078      0 Female 45.00            0            No           No Self-employed
## 3079      0 Female 49.00            0            No          Yes       Private
## 3080      0   Male 13.00            0            No           No      children
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## 3082      0 Female 72.00            0            No          Yes Self-employed
## 3083      0 Female 57.00            0            No          Yes       Private
## 3084      0   Male 51.00            1            No           No      Govt_job
## 3085      0 Female 55.00            0            No          Yes       Private
## 3086      0   Male 73.00            0           Yes          Yes       Private
## 3087      0   Male 12.00            0            No           No      children
## 3088      0 Female  6.00            0            No           No      children
## 3089      0 Female 76.00            0            No          Yes Self-employed
## 3090      0 Female 38.00            1            No          Yes       Private
## 3091      0 Female 50.00            0            No          Yes      Govt_job
## 3092      0 Female 75.00            0            No          Yes       Private
## 3093      0 Female  1.16            0            No           No      children
## 3094      0   Male 32.00            0            No          Yes       Private
## 3095      0   Male 12.00            0            No           No      children
## 3096      0   Male 32.00            0            No           No       Private
## 3097      0 Female 13.00            0            No           No      children
## 3098      0   Male  1.32            0            No           No      children
## 3099      0 Female 63.00            0            No          Yes       Private
## 3100      0 Female 29.00            0            No           No       Private
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## 3102      0 Female 49.00            0            No          Yes       Private
## 3103      0   Male 81.00            0            No          Yes       Private
## 3104      0   Male 66.00            0            No          Yes       Private
## 3105      0 Female 42.00            0            No          Yes       Private
## 3106      0 Female 61.00            0            No          Yes       Private
## 3107      0 Female 52.00            0            No          Yes       Private
## 3108      0   Male  8.00            0            No           No      children
## 3109      0   Male 82.00            0            No           No Self-employed
## 3110      0 Female 43.00            0            No          Yes      Govt_job
## 3111      0 Female  4.00            0            No           No      children
## 3112      0   Male 58.00            0            No          Yes      Govt_job
## 3113      0 Female 45.00            0            No          Yes      Govt_job
## 3114      0 Female 62.00            1            No          Yes       Private
## 3115      0   Male 42.00            0            No           No      Govt_job
## 3116      0 Female 72.00            0            No          Yes Self-employed
## 3117      0  Other 26.00            0            No           No       Private
## 3118      0 Female  9.00            0            No           No      children
## 3119      0 Female 31.00            0            No          Yes      Govt_job
## 3120      0 Female 20.00            0            No           No       Private
## 3121      0   Male 22.00            0            No           No       Private
## 3122      0 Female 23.00            0            No           No       Private
## 3123      0 Female 57.00            1            No          Yes Self-employed
## 3124      0   Male 52.00            0            No          Yes       Private
## 3125      0 Female 64.00            0            No          Yes       Private
## 3126      0 Female 26.00            0            No           No      Govt_job
## 3127      0   Male 54.00            0            No          Yes Self-employed
## 3128      0   Male 32.00            0            No           No Self-employed
## 3129      0 Female 66.00            0            No          Yes      Govt_job
## 3130      0   Male 13.00            0            No           No      children
## 3131      0 Female 77.00            1            No          Yes Self-employed
## 3132      0   Male 18.00            0            No           No       Private
## 3133      0   Male 11.00            0            No           No      children
## 3134      0 Female 16.00            0            No           No       Private
## 3135      0 Female 73.00            0           Yes          Yes       Private
## 3136      0   Male 44.00            1            No          Yes       Private
## 3137      0   Male 36.00            0            No          Yes       Private
## 3138      0   Male 10.00            0            No           No      children
## 3139      0 Female 54.00            0            No          Yes       Private
## 3140      0 Female 42.00            0            No          Yes      Govt_job
## 3141      0 Female 52.00            0            No          Yes Self-employed
## 3142      0   Male 32.00            0            No          Yes       Private
## 3143      0   Male 43.00            0            No          Yes      Govt_job
## 3144      0 Female 28.00            0            No          Yes       Private
## 3145      0 Female 79.00            0            No           No Self-employed
## 3146      0   Male 11.00            0            No           No      children
## 3147      0 Female 75.00            0            No          Yes Self-employed
## 3148      0   Male 55.00            0            No          Yes       Private
## 3149      0   Male 78.00            0            No          Yes Self-employed
## 3150      0 Female 48.00            0            No          Yes       Private
## 3151      0   Male 73.00            0            No          Yes Self-employed
## 3152      0 Female 56.00            0            No          Yes      Govt_job
## 3153      0   Male 54.00            1            No          Yes       Private
## 3154      0 Female 55.00            0            No          Yes       Private
## 3155      0 Female 65.00            0            No          Yes       Private
## 3156      0 Female 69.00            0            No           No       Private
## 3157      0 Female 29.00            0            No          Yes Self-employed
## 3158      0 Female 64.00            1            No          Yes      Govt_job
## 3159      0 Female 16.00            0            No           No       Private
## 3160      0 Female 75.00            0            No          Yes       Private
## 3161      0 Female 17.00            0            No           No       Private
## 3162      0   Male 42.00            0            No          Yes       Private
## 3163      0   Male 78.00            1            No          Yes Self-employed
## 3164      0   Male 24.00            0            No          Yes       Private
## 3165      0 Female 68.00            0            No           No       Private
## 3166      0   Male 50.00            0            No          Yes       Private
## 3167      0   Male 52.00            0            No          Yes       Private
## 3168      0 Female 82.00            0            No          Yes       Private
## 3169      0   Male 56.00            0            No          Yes       Private
## 3170      0   Male 56.00            0            No          Yes       Private
## 3171      0   Male 18.00            0            No           No       Private
## 3172      0 Female 33.00            0            No          Yes Self-employed
## 3173      0 Female 57.00            0            No          Yes       Private
## 3174      0   Male 30.00            0            No           No       Private
## 3175      0 Female 52.00            0            No          Yes       Private
## 3176      0 Female  3.00            0            No           No      children
## 3177      0   Male 39.00            0            No          Yes       Private
## 3178      0   Male 44.00            0            No          Yes      Govt_job
## 3179      0 Female 33.00            0            No          Yes       Private
## 3180      0   Male 24.00            0            No          Yes       Private
## 3181      0 Female 24.00            0            No           No      Govt_job
## 3182      0   Male 54.00            0           Yes          Yes      Govt_job
## 3183      0 Female 72.00            1            No          Yes       Private
## 3184      0 Female 37.00            0            No           No      Govt_job
## 3185      0 Female 36.00            0            No          Yes       Private
## 3186      0 Female 22.00            0            No           No      Govt_job
## 3187      0 Female 68.00            0            No          Yes      Govt_job
## 3188      0   Male 24.00            0            No           No       Private
## 3189      0 Female 35.00            0            No          Yes       Private
## 3190      0 Female 32.00            0            No          Yes       Private
## 3191      0 Female 52.00            0            No          Yes       Private
## 3192      0   Male 21.00            0            No           No       Private
## 3193      0 Female 82.00            1            No           No       Private
## 3194      0   Male 33.00            0            No           No       Private
## 3195      0   Male 62.00            0            No          Yes       Private
## 3196      0 Female 57.00            1            No          Yes       Private
## 3197      0   Male 14.00            0            No           No  Never_worked
## 3198      0   Male 60.00            0            No          Yes Self-employed
## 3199      0 Female 63.00            1            No          Yes Self-employed
## 3200      0 Female 50.00            0            No          Yes      Govt_job
## 3201      0 Female 12.00            0            No           No      children
## 3202      0   Male 80.00            0            No          Yes       Private
## 3203      0 Female 74.00            0            No           No Self-employed
## 3204      0   Male 46.00            0            No          Yes       Private
## 3205      0 Female 66.00            0            No          Yes       Private
## 3206      0   Male 26.00            0            No          Yes Self-employed
## 3207      0 Female 70.00            0            No          Yes       Private
## 3208      0 Female 62.00            0            No          Yes       Private
## 3209      0   Male 15.00            0            No           No      children
## 3210      0   Male 67.00            0            No          Yes       Private
## 3211      0   Male 63.00            0            No          Yes       Private
## 3212      0 Female 42.00            0            No          Yes      Govt_job
## 3213      0 Female 49.00            1            No          Yes      Govt_job
## 3214      0   Male 78.00            0           Yes          Yes Self-employed
## 3215      0 Female 31.00            0            No          Yes Self-employed
## 3216      0   Male 67.00            0            No          Yes       Private
## 3217      0 Female 52.00            1            No          Yes Self-employed
## 3218      0 Female 61.00            0            No          Yes       Private
## 3219      0   Male 41.00            0            No          Yes       Private
## 3220      0 Female 73.00            0            No          Yes      Govt_job
## 3221      0 Female 64.00            1            No          Yes Self-employed
## 3222      0   Male 65.00            0            No          Yes       Private
## 3223      0 Female 81.00            0            No          Yes       Private
## 3224      0 Female 47.00            0            No          Yes       Private
## 3225      0   Male 40.00            0            No          Yes Self-employed
## 3226      0   Male 46.00            1            No          Yes Self-employed
## 3227      0 Female  2.00            0            No           No      children
## 3228      0   Male 56.00            0            No          Yes       Private
## 3229      0   Male 54.00            0            No          Yes       Private
## 3230      0 Female 26.00            0            No           No       Private
## 3231      0 Female 45.00            0            No          Yes       Private
## 3232      0 Female 57.00            0            No          Yes      Govt_job
## 3233      0 Female 78.00            0            No          Yes       Private
## 3234      0   Male  2.00            0            No           No      children
## 3235      0   Male 76.00            1            No          Yes Self-employed
## 3236      0 Female 51.00            0            No          Yes      Govt_job
## 3237      0 Female 54.00            0            No          Yes       Private
## 3238      0 Female 36.00            0            No          Yes       Private
## 3239      0 Female 57.00            0            No          Yes      Govt_job
## 3240      0 Female 25.00            0            No           No       Private
## 3241      0 Female  7.00            0            No           No      children
## 3242      0 Female 76.00            0            No          Yes Self-employed
## 3243      0 Female 45.00            0            No           No       Private
## 3244      0 Female 66.00            1            No          Yes      Govt_job
## 3245      0 Female 45.00            0            No          Yes       Private
## 3246      0 Female 79.00            1            No          Yes       Private
## 3247      0 Female 25.00            0            No           No       Private
## 3248      0 Female 53.00            0            No          Yes       Private
## 3249      0 Female 35.00            1            No          Yes       Private
## 3250      0 Female 78.00            0            No          Yes Self-employed
## 3251      0 Female 32.00            0            No          Yes       Private
## 3252      0   Male  0.56            0            No           No      children
## 3253      0 Female 26.00            0            No           No       Private
## 3254      0 Female 34.00            0            No          Yes      Govt_job
## 3255      0 Female 65.00            0            No          Yes      Govt_job
## 3256      0 Female 15.00            0            No           No       Private
## 3257      0 Female 17.00            0            No           No       Private
## 3258      0 Female 71.00            0            No          Yes       Private
## 3259      0 Female 42.00            0            No          Yes      Govt_job
## 3260      0   Male 30.00            0            No          Yes       Private
## 3261      0 Female 75.00            0            No          Yes Self-employed
## 3262      0   Male  9.00            0            No           No      children
## 3263      0   Male 47.00            0            No          Yes       Private
## 3264      0 Female 75.00            1            No           No Self-employed
## 3265      0 Female 61.00            0            No          Yes       Private
## 3266      0   Male 61.00            0            No          Yes Self-employed
## 3267      0 Female 27.00            0            No          Yes       Private
## 3268      0 Female 55.00            0            No          Yes       Private
## 3269      0 Female  2.00            0            No           No      children
## 3270      0 Female 51.00            0            No          Yes      Govt_job
## 3271      0 Female 45.00            0            No          Yes Self-employed
## 3272      0   Male 36.00            0            No          Yes       Private
## 3273      0   Male 46.00            0            No          Yes      Govt_job
## 3274      0 Female 48.00            0            No          Yes       Private
## 3275      0 Female 79.00            0            No          Yes Self-employed
## 3276      0 Female 50.00            0            No          Yes      Govt_job
## 3277      0 Female 79.00            0            No          Yes Self-employed
## 3278      0   Male 32.00            0            No          Yes       Private
## 3279      0 Female 36.00            0            No          Yes       Private
## 3280      0 Female 27.00            0            No          Yes       Private
## 3281      0 Female 22.00            0            No           No       Private
## 3282      0 Female  5.00            0            No           No      children
## 3283      0   Male  9.00            0            No           No      children
## 3284      0   Male 31.00            0            No           No       Private
## 3285      0 Female 26.00            0            No           No       Private
## 3286      0   Male 43.00            0            No           No      Govt_job
## 3287      0 Female 33.00            0            No          Yes       Private
## 3288      0   Male 34.00            0            No           No Self-employed
## 3289      0   Male 66.00            0            No          Yes      Govt_job
## 3290      0 Female 44.00            0            No          Yes       Private
## 3291      0 Female 56.00            0            No          Yes       Private
## 3292      0 Female 67.00            0            No          Yes Self-employed
## 3293      0   Male 18.00            0            No           No       Private
## 3294      0   Male 55.00            0            No          Yes       Private
## 3295      0   Male 61.00            0            No          Yes       Private
## 3296      0   Male  0.08            0            No           No      children
## 3297      0   Male 48.00            0            No           No Self-employed
## 3298      0   Male 44.00            0            No          Yes Self-employed
## 3299      0 Female 68.00            0            No          Yes       Private
## 3300      0   Male 52.00            0           Yes          Yes       Private
## 3301      0   Male 15.00            0            No           No      Govt_job
## 3302      0   Male  2.00            0            No           No      children
## 3303      0   Male 60.00            0            No          Yes       Private
## 3304      0 Female 37.00            0            No          Yes      Govt_job
## 3305      0 Female  5.00            0            No           No      children
## 3306      0 Female 25.00            0            No           No       Private
## 3307      0   Male 52.00            1            No          Yes      Govt_job
## 3308      0 Female 79.00            0            No          Yes Self-employed
## 3309      0   Male 61.00            1            No          Yes       Private
## 3310      0   Male 36.00            0            No          Yes       Private
## 3311      0   Male 34.00            0            No          Yes       Private
## 3312      0 Female  2.00            0            No           No      children
## 3313      0   Male 43.00            0            No          Yes       Private
## 3314      0 Female  1.48            0            No           No      children
## 3315      0 Female 49.00            0            No          Yes       Private
## 3316      0 Female  2.00            0            No           No      children
## 3317      0 Female 82.00            0            No          Yes Self-employed
## 3318      0 Female 81.00            1            No          Yes       Private
## 3319      0   Male 81.00            1           Yes           No       Private
## 3320      0 Female  1.08            0            No           No      children
## 3321      0   Male 60.00            0            No          Yes Self-employed
## 3322      0   Male  1.88            0            No           No      children
## 3323      0 Female 58.00            0            No           No       Private
## 3324      0 Female  8.00            0            No           No      children
## 3325      0 Female  9.00            0            No           No      children
## 3326      0 Female 34.00            0            No          Yes       Private
## 3327      0 Female 23.00            0            No           No       Private
## 3328      0 Female 74.00            0            No           No Self-employed
## 3329      0   Male 72.00            0           Yes          Yes Self-employed
## 3330      0   Male 47.00            0            No          Yes       Private
## 3331      0 Female 56.00            0            No          Yes       Private
## 3332      0   Male  5.00            0            No           No      children
## 3333      0   Male 27.00            0            No          Yes       Private
## 3334      0 Female 38.00            0            No          Yes       Private
## 3335      0   Male 13.00            0            No           No       Private
## 3336      0 Female 41.00            0            No          Yes       Private
## 3337      0 Female 50.00            0            No          Yes Self-employed
## 3338      0 Female 41.00            0            No          Yes       Private
## 3339      0   Male  6.00            0            No           No      children
## 3340      0 Female 62.00            0            No          Yes      Govt_job
## 3341      0   Male  4.00            0            No           No      children
## 3342      0 Female 59.00            0            No          Yes       Private
## 3343      0   Male 63.00            0            No          Yes Self-employed
## 3344      0   Male  9.00            0            No           No      children
## 3345      0   Male 41.00            0            No           No       Private
## 3346      0 Female 72.00            0           Yes           No Self-employed
## 3347      0 Female 45.00            0            No          Yes       Private
## 3348      0   Male 80.00            0            No          Yes      Govt_job
## 3349      0 Female 19.00            0            No           No       Private
## 3350      0   Male 37.00            0            No          Yes      Govt_job
## 3351      0 Female 58.00            1            No          Yes       Private
## 3352      0   Male 77.00            0            No          Yes       Private
## 3353      0   Male 38.00            0            No          Yes      Govt_job
## 3354      0   Male 49.00            0            No          Yes       Private
## 3355      0 Female 20.00            0            No           No       Private
## 3356      0   Male 23.00            0            No           No       Private
## 3357      0   Male 55.00            0            No           No      Govt_job
## 3358      0   Male 16.00            0            No           No      children
## 3359      0   Male 81.00            0           Yes           No Self-employed
## 3360      0 Female 23.00            0            No           No       Private
## 3361      0   Male 82.00            0           Yes          Yes Self-employed
## 3362      0   Male 48.00            0            No          Yes       Private
## 3363      0   Male 56.00            0            No          Yes       Private
## 3364      0   Male 61.00            0            No          Yes       Private
## 3365      0   Male 43.00            0            No          Yes       Private
## 3366      0 Female 39.00            0            No           No       Private
## 3367      0 Female 22.00            0            No          Yes       Private
## 3368      0   Male 41.00            0            No           No Self-employed
## 3369      0   Male 37.00            0            No          Yes       Private
## 3370      0 Female 65.00            0            No          Yes      Govt_job
## 3371      0 Female  8.00            0            No           No      children
## 3372      0 Female 51.00            0            No          Yes       Private
## 3373      0   Male 63.00            0            No          Yes       Private
## 3374      0 Female 48.00            0            No          Yes      Govt_job
## 3375      0 Female 17.00            0            No           No       Private
## 3376      0 Female 53.00            0            No          Yes       Private
## 3377      0 Female 75.00            0            No          Yes       Private
## 3378      0 Female 51.00            0            No          Yes Self-employed
## 3379      0   Male 51.00            0            No           No Self-employed
## 3380      0 Female 41.00            0            No          Yes       Private
## 3381      0 Female 75.00            1            No          Yes Self-employed
## 3382      0   Male 57.00            0            No          Yes       Private
## 3383      0 Female 33.00            0            No           No       Private
## 3384      0 Female 72.00            0            No          Yes      Govt_job
## 3385      0 Female 52.00            0            No          Yes       Private
## 3386      0   Male 11.00            0            No           No      children
## 3387      0 Female 28.00            0            No           No       Private
## 3388      0 Female 78.00            1            No           No Self-employed
## 3389      0 Female 82.00            0            No          Yes Self-employed
## 3390      0   Male 74.00            0            No          Yes       Private
## 3391      0 Female 31.00            0            No          Yes       Private
## 3392      0 Female 53.00            1            No          Yes       Private
## 3393      0   Male  0.24            0            No           No      children
## 3394      0 Female 67.00            1            No          Yes      Govt_job
## 3395      0 Female 17.00            0            No           No       Private
## 3396      0 Female 29.00            0            No          Yes       Private
## 3397      0 Female 56.00            1            No          Yes       Private
## 3398      0 Female 15.00            0            No           No      children
## 3399      0 Female 29.00            0            No           No       Private
## 3400      0 Female 79.00            1           Yes          Yes      Govt_job
## 3401      0 Female 82.00            1           Yes          Yes       Private
## 3402      0   Male 17.00            0            No           No      Govt_job
## 3403      0   Male  8.00            0            No           No      children
## 3404      0   Male 23.00            0            No           No       Private
## 3405      0 Female 36.00            0            No          Yes       Private
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## 3407      0   Male 24.00            0            No           No       Private
## 3408      0 Female 60.00            0            No          Yes      Govt_job
## 3409      0 Female 63.00            0            No          Yes       Private
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## 3411      0   Male 38.00            0            No          Yes       Private
## 3412      0 Female 26.00            0            No          Yes       Private
## 3413      0 Female 18.00            0            No           No       Private
## 3414      0   Male 18.00            0            No           No       Private
## 3415      0   Male 13.00            0            No           No       Private
## 3416      0   Male 13.00            0            No           No      children
## 3417      0 Female 47.00            0            No          Yes       Private
## 3418      0 Female 80.00            1            No          Yes Self-employed
## 3419      0 Female 24.00            0            No           No       Private
## 3420      0 Female 72.00            0            No          Yes      Govt_job
## 3421      0   Male  5.00            0            No           No      children
## 3422      0 Female 51.00            0            No          Yes      Govt_job
## 3423      0 Female 82.00            0            No          Yes Self-employed
## 3424      0   Male  5.00            0            No           No      children
## 3425      0   Male 66.00            0            No          Yes       Private
## 3426      0 Female 53.00            0            No           No       Private
## 3427      0 Female 15.00            0            No           No       Private
## 3428      0 Female 53.00            0            No          Yes       Private
## 3429      0 Female 78.00            0            No          Yes       Private
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## 3431      0   Male 41.00            0            No          Yes Self-employed
## 3432      0 Female 49.00            0            No          Yes       Private
## 3433      0 Female 41.00            0            No          Yes Self-employed
## 3434      0 Female 78.00            0            No          Yes       Private
## 3435      0   Male 14.00            0            No           No Self-employed
## 3436      0 Female  1.48            0            No           No      children
## 3437      0   Male 71.00            1           Yes          Yes Self-employed
## 3438      0   Male 32.00            0            No          Yes       Private
## 3439      0   Male 16.00            0            No           No       Private
## 3440      0 Female 68.00            0            No          Yes      Govt_job
## 3441      0   Male  0.56            0            No           No      children
## 3442      0 Female 59.00            0            No          Yes Self-employed
## 3443      0   Male 32.00            0            No          Yes       Private
## 3444      0   Male 58.00            0            No          Yes       Private
## 3445      0 Female 40.00            0            No          Yes Self-employed
## 3446      0 Female 41.00            0            No          Yes       Private
## 3447      0 Female 21.00            0            No           No       Private
## 3448      0 Female  1.88            0            No           No      children
## 3449      0   Male 55.00            0            No          Yes      Govt_job
## 3450      0 Female 67.00            0            No          Yes       Private
## 3451      0   Male 49.00            1            No          Yes Self-employed
## 3452      0 Female 42.00            0            No          Yes       Private
## 3453      0 Female 54.00            0            No          Yes Self-employed
## 3454      0 Female 25.00            0            No          Yes       Private
## 3455      0   Male 62.00            0            No          Yes       Private
## 3456      0   Male 75.00            0            No          Yes      Govt_job
## 3457      0 Female 72.00            1            No          Yes       Private
## 3458      0 Female 14.00            0            No           No       Private
## 3459      0 Female 38.00            0            No          Yes       Private
## 3460      0   Male 59.00            0            No          Yes      Govt_job
## 3461      0 Female 23.00            0            No           No       Private
## 3462      0 Female 63.00            1           Yes           No      Govt_job
## 3463      0   Male 82.00            0            No          Yes Self-employed
## 3464      0   Male 34.00            0            No          Yes       Private
## 3465      0 Female  8.00            0            No           No      children
## 3466      0 Female 28.00            0            No          Yes       Private
## 3467      0 Female 49.00            0            No          Yes      Govt_job
## 3468      0 Female 24.00            0            No          Yes       Private
## 3469      0   Male 17.00            0            No           No  Never_worked
## 3470      0 Female 69.00            1            No          Yes Self-employed
## 3471      0 Female 58.00            0            No          Yes Self-employed
## 3472      0   Male 50.00            0            No          Yes       Private
## 3473      0   Male  5.00            0            No           No      children
## 3474      0 Female 34.00            0            No          Yes       Private
## 3475      0 Female 64.00            0            No          Yes Self-employed
## 3476      0   Male 47.00            0            No          Yes       Private
## 3477      0 Female 61.00            0            No          Yes       Private
## 3478      0   Male 14.00            0            No           No      children
## 3479      0 Female 57.00            0            No          Yes       Private
## 3480      0   Male 53.00            0           Yes          Yes       Private
## 3481      0   Male 67.00            0            No          Yes       Private
## 3482      0 Female 57.00            0            No           No       Private
## 3483      0 Female 38.00            0            No          Yes      Govt_job
## 3484      0 Female 13.00            0            No           No      children
## 3485      0 Female 37.00            0            No          Yes       Private
## 3486      0   Male 39.00            1            No          Yes Self-employed
## 3487      0 Female 13.00            0            No           No       Private
## 3488      0   Male 57.00            0            No          Yes Self-employed
## 3489      0 Female 11.00            0            No           No      children
## 3490      0 Female 68.00            0            No          Yes       Private
## 3491      0   Male 79.00            1            No          Yes Self-employed
## 3492      0 Female 24.00            0            No           No       Private
## 3493      0 Female 44.00            0            No          Yes       Private
## 3494      0 Female 46.00            0            No          Yes       Private
## 3495      0 Female 66.00            0            No          Yes       Private
## 3496      0 Female 61.00            0            No          Yes Self-employed
## 3497      0 Female 16.00            0            No           No       Private
## 3498      0 Female 37.00            0            No          Yes       Private
## 3499      0 Female 43.00            0            No          Yes      Govt_job
## 3500      0 Female 27.00            0            No          Yes       Private
## 3501      0   Male 44.00            1            No          Yes Self-employed
## 3502      0   Male 14.00            0            No           No       Private
## 3503      0   Male 81.00            0           Yes          Yes Self-employed
## 3504      0   Male 52.00            0           Yes           No Self-employed
## 3505      0   Male 54.00            1            No          Yes      Govt_job
## 3506      0 Female 77.00            0            No          Yes Self-employed
## 3507      0   Male 27.00            0            No           No       Private
## 3508      0 Female 35.00            0            No          Yes Self-employed
## 3509      0 Female 30.00            0            No          Yes       Private
## 3510      0 Female 48.00            0            No          Yes Self-employed
## 3511      0 Female 15.00            0            No           No      children
## 3512      0 Female 26.00            0            No          Yes       Private
## 3513      0 Female 38.00            0            No          Yes       Private
## 3514      0   Male 29.00            0            No           No       Private
## 3515      0   Male 49.00            0            No          Yes       Private
## 3516      0 Female 55.00            0            No          Yes       Private
## 3517      0   Male 52.00            0            No          Yes       Private
## 3518      0   Male 49.00            0            No          Yes       Private
## 3519      0 Female 21.00            0            No           No       Private
## 3520      0 Female 24.00            0            No          Yes       Private
## 3521      0   Male 18.00            0            No           No Self-employed
## 3522      0   Male 52.00            0            No          Yes       Private
## 3523      0   Male 70.00            1            No          Yes       Private
## 3524      0 Female 51.00            0            No          Yes Self-employed
## 3525      0   Male 58.00            0            No          Yes       Private
## 3526      0 Female 46.00            0            No          Yes      Govt_job
## 3527      0 Female 79.00            0            No           No Self-employed
## 3528      0 Female 11.00            0            No           No      children
## 3529      0 Female 61.00            0            No          Yes       Private
## 3530      0   Male 51.00            0            No          Yes Self-employed
## 3531      0 Female 21.00            0            No           No       Private
## 3532      0 Female 71.00            0            No          Yes       Private
## 3533      0 Female 13.00            0            No           No       Private
## 3534      0   Male 16.00            0            No           No       Private
## 3535      0 Female 61.00            0            No          Yes       Private
## 3536      0 Female 49.00            0            No          Yes       Private
## 3537      0   Male 65.00            1            No          Yes      Govt_job
## 3538      0   Male 40.00            0            No           No      Govt_job
## 3539      0 Female 44.00            0            No          Yes       Private
## 3540      0   Male 11.00            0            No           No      children
## 3541      0 Female 20.00            0            No           No       Private
## 3542      0   Male 24.00            0            No           No      Govt_job
## 3543      0 Female 44.00            0            No          Yes Self-employed
## 3544      0   Male  5.00            0            No           No      children
## 3545      0   Male 41.00            0            No          Yes       Private
## 3546      0 Female 23.00            0            No           No       Private
## 3547      0 Female  7.00            0            No           No      children
## 3548      0 Female 74.00            0            No          Yes       Private
## 3549      0   Male 61.00            0            No          Yes      Govt_job
## 3550      0 Female 80.00            1            No          Yes       Private
## 3551      0 Female 35.00            0            No          Yes       Private
## 3552      0 Female 43.00            0            No          Yes       Private
## 3553      0   Male 25.00            0            No          Yes       Private
## 3554      0   Male 72.00            0           Yes          Yes Self-employed
## 3555      0 Female 45.00            0            No          Yes       Private
## 3556      0   Male  9.00            0            No           No      children
## 3557      0   Male 33.00            1            No          Yes       Private
## 3558      0   Male 53.00            0            No          Yes Self-employed
## 3559      0 Female 67.00            0            No          Yes       Private
## 3560      0   Male 59.00            0            No          Yes Self-employed
## 3561      0 Female  1.32            0            No           No      children
## 3562      0   Male 27.00            0            No           No      Govt_job
## 3563      0 Female 41.00            0            No          Yes Self-employed
## 3564      0   Male 64.00            0           Yes          Yes       Private
## 3565      0 Female 55.00            0           Yes          Yes       Private
## 3566      0 Female 40.00            0            No          Yes       Private
## 3567      0   Male 33.00            0            No          Yes       Private
## 3568      0 Female 33.00            0            No          Yes      Govt_job
## 3569      0   Male 39.00            1            No          Yes       Private
## 3570      0 Female 74.00            0            No          Yes Self-employed
## 3571      0   Male 38.00            0            No          Yes       Private
## 3572      0   Male 53.00            0            No          Yes      Govt_job
## 3573      0   Male 22.00            0            No           No       Private
## 3574      0 Female  5.00            0            No           No      children
## 3575      0   Male 24.00            0            No           No       Private
## 3576      0 Female 27.00            0            No          Yes       Private
## 3577      0   Male 41.00            0            No          Yes       Private
## 3578      0 Female 20.00            0            No           No       Private
## 3579      0 Female 71.00            1            No          Yes       Private
## 3580      0 Female 65.00            0            No           No      Govt_job
## 3581      0   Male 38.00            0            No          Yes       Private
## 3582      0 Female 25.00            0            No          Yes       Private
## 3583      0   Male 53.00            0            No          Yes      Govt_job
## 3584      0 Female 50.00            0            No          Yes Self-employed
## 3585      0 Female  1.24            0            No           No      children
## 3586      0 Female 55.00            0            No          Yes Self-employed
## 3587      0 Female 38.00            0            No          Yes       Private
## 3588      0 Female 72.00            1           Yes          Yes       Private
## 3589      0   Male 43.00            0            No          Yes       Private
## 3590      0   Male 30.00            0            No          Yes       Private
## 3591      0 Female 69.00            1            No          Yes       Private
## 3592      0 Female 61.00            0            No          Yes       Private
## 3593      0 Female 34.00            0            No          Yes Self-employed
## 3594      0 Female 43.00            0            No          Yes Self-employed
## 3595      0 Female 62.00            0            No          Yes       Private
## 3596      0   Male 48.00            0            No          Yes      Govt_job
## 3597      0 Female 37.00            0            No          Yes       Private
## 3598      0 Female 64.00            0            No          Yes      Govt_job
## 3599      0   Male 51.00            0            No          Yes       Private
## 3600      0   Male 69.00            1            No          Yes Self-employed
## 3601      0 Female 75.00            1            No          Yes Self-employed
## 3602      0 Female 27.00            0            No           No       Private
## 3603      0 Female 49.00            0            No           No      Govt_job
## 3604      0   Male 82.00            0            No           No Self-employed
## 3605      0 Female 36.00            0            No          Yes       Private
## 3606      0   Male  1.88            0            No           No      children
## 3607      0   Male 45.00            1            No          Yes Self-employed
## 3608      0 Female 64.00            0            No          Yes       Private
## 3609      0   Male 32.00            0            No           No       Private
## 3610      0 Female 15.00            0            No           No       Private
## 3611      0 Female  1.64            0            No           No      children
## 3612      0   Male 34.00            0            No          Yes       Private
## 3613      0   Male 17.00            0            No           No       Private
## 3614      0 Female 76.00            1            No          Yes Self-employed
## 3615      0   Male 61.00            0            No          Yes Self-employed
## 3616      0   Male 30.00            0            No          Yes       Private
## 3617      0 Female 18.00            0            No           No       Private
## 3618      0   Male 48.00            0            No          Yes       Private
## 3619      0   Male  0.16            0            No           No      children
## 3620      0 Female  4.00            0            No           No      children
## 3621      0   Male 38.00            0            No          Yes       Private
## 3622      0 Female 27.00            0            No          Yes       Private
## 3623      0 Female 50.00            0            No           No       Private
## 3624      0   Male 19.00            0            No           No       Private
## 3625      0   Male  8.00            0            No           No      children
## 3626      0   Male 78.00            0           Yes          Yes Self-employed
## 3627      0   Male  0.80            0            No           No      children
## 3628      0 Female 53.00            1            No          Yes       Private
## 3629      0 Female 73.00            1            No          Yes       Private
## 3630      0   Male 34.00            0            No          Yes       Private
## 3631      0   Male 58.00            0            No          Yes      Govt_job
## 3632      0 Female 62.00            0            No          Yes       Private
## 3633      0 Female 78.00            0            No           No Self-employed
## 3634      0 Female 51.00            0            No          Yes       Private
## 3635      0   Male 78.00            0            No          Yes      Govt_job
## 3636      0 Female 40.00            1            No          Yes       Private
## 3637      0 Female 35.00            0            No           No       Private
## 3638      0   Male 82.00            0            No          Yes       Private
## 3639      0 Female 46.00            0            No          Yes Self-employed
## 3640      0 Female 51.00            1            No          Yes       Private
## 3641      0 Female 53.00            0            No          Yes      Govt_job
## 3642      0   Male 55.00            0           Yes          Yes       Private
## 3643      0 Female 43.00            0            No          Yes      Govt_job
## 3644      0   Male 81.00            0            No          Yes       Private
## 3645      0   Male 12.00            0            No           No      children
## 3646      0 Female 20.00            0            No           No       Private
## 3647      0 Female 53.00            0            No          Yes       Private
## 3648      0 Female  1.32            0            No           No      children
## 3649      0 Female 22.00            0            No           No       Private
## 3650      0 Female 75.00            0            No          Yes Self-employed
## 3651      0 Female 66.00            0            No          Yes Self-employed
## 3652      0   Male  7.00            0            No           No      children
## 3653      0 Female 26.00            0            No           No       Private
## 3654      0 Female 14.00            0            No           No       Private
## 3655      0 Female 32.00            0            No          Yes       Private
## 3656      0   Male  6.00            0            No           No      children
## 3657      0 Female 42.00            0            No          Yes Self-employed
## 3658      0   Male  4.00            0            No           No      children
## 3659      0   Male 75.00            0            No          Yes      Govt_job
## 3660      0   Male 80.00            1            No          Yes      Govt_job
## 3661      0 Female 52.00            0            No          Yes       Private
## 3662      0   Male 11.00            0            No           No      children
## 3663      0   Male 14.00            0            No           No      children
## 3664      0 Female 74.00            0            No          Yes Self-employed
## 3665      0   Male 58.00            0            No          Yes       Private
## 3666      0 Female 80.00            1            No          Yes       Private
## 3667      0 Female 31.00            0            No          Yes Self-employed
## 3668      0 Female 28.00            1            No          Yes      Govt_job
## 3669      0 Female 25.00            0            No          Yes       Private
## 3670      0   Male 71.00            0            No           No       Private
## 3671      0 Female 51.00            0            No          Yes      Govt_job
## 3672      0   Male 15.00            0            No           No      children
## 3673      0   Male 45.00            1            No           No       Private
## 3674      0   Male 53.00            0            No          Yes      Govt_job
## 3675      0   Male 69.00            0            No          Yes Self-employed
## 3676      0 Female 42.00            0            No          Yes       Private
## 3677      0 Female  4.00            0            No           No      children
## 3678      0   Male 64.00            1            No          Yes       Private
## 3679      0 Female  5.00            0            No           No      children
## 3680      0   Male 44.00            0            No          Yes       Private
## 3681      0   Male 78.00            0           Yes          Yes Self-employed
## 3682      0 Female 16.00            0            No           No       Private
## 3683      0 Female 69.00            0            No          Yes Self-employed
## 3684      0   Male 80.00            0           Yes          Yes Self-employed
## 3685      0 Female  7.00            0            No           No      children
## 3686      0 Female  2.00            0            No           No      children
## 3687      0 Female 80.00            1            No          Yes Self-employed
## 3688      0 Female 69.00            0            No          Yes Self-employed
## 3689      0   Male 58.00            1            No          Yes Self-employed
## 3690      0 Female 75.00            0            No          Yes Self-employed
## 3691      0 Female 60.00            0            No          Yes Self-employed
## 3692      0 Female 75.00            0            No          Yes Self-employed
## 3693      0 Female 10.00            0            No           No      children
## 3694      0   Male 38.00            0            No           No       Private
## 3695      0   Male 28.00            0            No           No       Private
## 3696      0 Female  3.00            0            No           No      children
## 3697      0 Female 31.00            0            No          Yes       Private
## 3698      0 Female 59.00            1            No          Yes       Private
## 3699      0 Female 31.00            0            No           No       Private
## 3700      0 Female 45.00            0            No          Yes       Private
## 3701      0 Female 58.00            0            No          Yes       Private
## 3702      0 Female 57.00            0            No          Yes Self-employed
## 3703      0   Male 31.00            0            No           No       Private
## 3704      0   Male 43.00            0            No          Yes      Govt_job
## 3705      0 Female 40.00            0            No           No       Private
## 3706      0   Male  1.08            0            No           No      children
## 3707      0   Male 34.00            0            No          Yes       Private
## 3708      0 Female 55.00            0            No          Yes       Private
## 3709      0 Female 39.00            0            No          Yes       Private
## 3710      0 Female 42.00            0            No           No       Private
## 3711      0   Male 44.00            0            No          Yes       Private
## 3712      0   Male 69.00            1            No          Yes       Private
## 3713      0   Male 16.00            0            No           No       Private
## 3714      0 Female  8.00            0            No           No      children
## 3715      0 Female  1.48            0            No           No      children
## 3716      0 Female  1.88            0            No           No      children
## 3717      0 Female 69.00            0            No           No       Private
## 3718      0 Female 13.00            0            No           No      children
## 3719      0 Female 53.00            0            No          Yes       Private
## 3720      0 Female 16.00            0            No           No      children
## 3721      0   Male 64.00            0            No          Yes       Private
## 3722      0 Female  7.00            0            No           No      children
## 3723      0   Male 41.00            0            No          Yes       Private
## 3724      0   Male 65.00            0            No          Yes       Private
## 3725      0   Male 61.00            0            No          Yes Self-employed
## 3726      0   Male 63.00            0            No          Yes       Private
## 3727      0   Male  1.80            0            No           No      children
## 3728      0 Female 54.00            0            No          Yes       Private
## 3729      0 Female 14.00            0            No           No      children
## 3730      0   Male 45.00            0            No          Yes       Private
## 3731      0   Male 51.00            1            No          Yes       Private
## 3732      0   Male  8.00            0            No           No      children
## 3733      0   Male 52.00            1            No          Yes       Private
## 3734      0 Female 39.00            0            No          Yes       Private
## 3735      0 Female 13.00            0            No           No      children
## 3736      0 Female 69.00            0            No          Yes       Private
## 3737      0   Male 71.00            1            No          Yes      Govt_job
## 3738      0 Female 73.00            0            No          Yes Self-employed
## 3739      0 Female 54.00            0            No          Yes       Private
## 3740      0   Male 10.00            0            No           No      children
## 3741      0 Female 26.00            0            No          Yes       Private
## 3742      0 Female 41.00            0            No          Yes       Private
## 3743      0   Male 71.00            0            No          Yes      Govt_job
## 3744      0 Female 46.00            0            No          Yes      Govt_job
## 3745      0   Male 15.00            0            No           No       Private
## 3746      0 Female 29.00            0            No           No       Private
## 3747      0   Male  8.00            0            No           No      children
## 3748      0 Female 21.00            0            No          Yes       Private
## 3749      0 Female 56.00            1            No           No Self-employed
## 3750      0 Female 14.00            0            No           No Self-employed
## 3751      0 Female 78.00            0            No          Yes       Private
## 3752      0 Female 36.00            0            No           No       Private
## 3753      0 Female 57.00            1            No          Yes       Private
## 3754      0   Male 79.00            1           Yes          Yes Self-employed
## 3755      0   Male 26.00            0            No           No      Govt_job
## 3756      0   Male 22.00            0            No          Yes       Private
## 3757      0   Male 72.00            0           Yes          Yes       Private
## 3758      0 Female 54.00            0            No          Yes       Private
## 3759      0   Male  8.00            0            No           No      children
## 3760      0 Female 62.00            0            No          Yes       Private
## 3761      0 Female 28.00            0            No           No       Private
## 3762      0 Female 50.00            0            No          Yes       Private
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## 3766      0 Female 25.00            0            No           No       Private
## 3767      0 Female 25.00            0            No           No       Private
## 3768      0 Female 37.00            0            No          Yes      Govt_job
## 3769      0   Male 58.00            0            No          Yes       Private
## 3770      0   Male 45.00            0            No          Yes      Govt_job
## 3771      0 Female 60.00            0            No          Yes      Govt_job
## 3772      0   Male 66.00            0           Yes          Yes       Private
## 3773      0   Male 80.00            0            No          Yes Self-employed
## 3774      0 Female 38.00            0            No          Yes      Govt_job
## 3775      0 Female 11.00            0            No           No      children
## 3776      0 Female 63.00            0            No          Yes       Private
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## 3778      0 Female 17.00            0            No           No       Private
## 3779      0 Female 19.00            0            No           No       Private
## 3780      0 Female 40.00            0            No          Yes      Govt_job
## 3781      0   Male 49.00            0            No          Yes       Private
## 3782      0 Female 69.00            0           Yes           No       Private
## 3783      0 Female 46.00            0            No          Yes Self-employed
## 3784      0   Male 78.00            0            No          Yes Self-employed
## 3785      0 Female 63.00            0           Yes          Yes       Private
## 3786      0 Female  3.00            0            No           No      children
## 3787      0 Female  1.80            0            No           No      children
## 3788      0 Female 18.00            0            No           No       Private
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## 3790      0 Female  8.00            0            No           No      children
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## 3792      0 Female 38.00            0            No          Yes      Govt_job
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## 3794      0 Female 24.00            0            No           No       Private
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## 3797      0   Male 12.00            0            No           No      children
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## 3800      0 Female 40.00            0            No          Yes       Private
## 3801      0 Female 19.00            0            No           No       Private
## 3802      0 Female 28.00            0            No          Yes       Private
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## 3805      0   Male 50.00            0            No          Yes      Govt_job
## 3806      0 Female 50.00            0           Yes          Yes      Govt_job
## 3807      0 Female 18.00            0            No           No       Private
## 3808      0   Male  1.64            0            No           No      children
## 3809      0 Female 37.00            0            No           No      Govt_job
## 3810      0 Female  5.00            0            No           No      children
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## 3812      0 Female 65.00            0            No          Yes      Govt_job
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## 3814      0   Male 42.00            0            No          Yes      Govt_job
## 3815      0 Female 34.00            0            No          Yes       Private
## 3816      0 Female 45.00            0            No          Yes      Govt_job
## 3817      0   Male 43.00            0            No          Yes      Govt_job
## 3818      0 Female 40.00            0            No           No       Private
## 3819      0   Male 35.00            0            No           No       Private
## 3820      0 Female  2.00            0            No           No      children
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## 3823      0 Female 32.00            0            No          Yes       Private
## 3824      0   Male 23.00            0            No           No       Private
## 3825      0 Female 51.00            0            No          Yes Self-employed
## 3826      0 Female 52.00            0            No          Yes       Private
## 3827      0 Female 75.00            0            No          Yes      Govt_job
## 3828      0 Female 40.00            0            No          Yes       Private
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## 3830      0   Male  6.00            0            No           No      children
## 3831      0 Female 32.00            0            No          Yes       Private
## 3832      0 Female 55.00            0            No           No Self-employed
## 3833      0 Female 23.00            0            No           No       Private
## 3834      0 Female 52.00            0            No          Yes       Private
## 3835      0   Male 58.00            1            No          Yes       Private
## 3836      0   Male 17.00            0            No           No       Private
## 3837      0   Male  3.00            0            No           No      children
## 3838      0 Female 23.00            0            No           No       Private
## 3839      0   Male 56.00            0            No          Yes Self-employed
## 3840      0   Male 45.00            0            No           No Self-employed
## 3841      0 Female 14.00            0            No           No       Private
## 3842      0 Female 45.00            0            No          Yes       Private
## 3843      0 Female 57.00            0            No          Yes       Private
## 3844      0 Female 35.00            0            No          Yes       Private
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## 3846      0 Female 42.00            0            No          Yes      Govt_job
## 3847      0   Male  8.00            0            No           No      children
## 3848      0   Male 62.00            0            No          Yes       Private
## 3849      0 Female 43.00            0            No          Yes       Private
## 3850      0 Female  8.00            0            No           No      children
## 3851      0   Male 40.00            0            No          Yes Self-employed
## 3852      0   Male  2.00            0            No           No      children
## 3853      0 Female 27.00            0            No           No       Private
## 3854      0 Female 47.00            0            No          Yes Self-employed
## 3855      0 Female 53.00            0            No           No      Govt_job
## 3856      0   Male 62.00            0            No          Yes      Govt_job
## 3857      0   Male 50.00            0            No          Yes Self-employed
## 3858      0   Male 26.00            0            No           No       Private
## 3859      0 Female 19.00            0            No           No       Private
## 3860      0   Male  0.32            0            No           No      children
## 3861      0 Female 45.00            0            No          Yes      Govt_job
## 3862      0   Male 45.00            0            No          Yes       Private
## 3863      0 Female 54.00            0            No          Yes       Private
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## 3865      0   Male  2.00            0            No           No      children
## 3866      0 Female 66.00            0            No          Yes      Govt_job
## 3867      0 Female 73.00            0            No          Yes       Private
## 3868      0 Female 31.00            0            No           No       Private
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## 3870      0 Female 58.00            0            No          Yes       Private
## 3871      0   Male 12.00            0            No           No      children
## 3872      0 Female 60.00            1            No          Yes       Private
## 3873      0   Male 32.00            1            No           No      Govt_job
## 3874      0   Male 23.00            0            No           No       Private
## 3875      0   Male 26.00            0            No           No       Private
## 3876      0   Male 36.00            0            No          Yes       Private
## 3877      0 Female  3.00            0            No           No      children
## 3878      0   Male 21.00            0            No           No       Private
## 3879      0 Female 67.00            0            No          Yes       Private
## 3880      0 Female 35.00            0            No          Yes      Govt_job
## 3881      0 Female 26.00            0            No           No       Private
## 3882      0 Female 47.00            0            No          Yes Self-employed
## 3883      0   Male 81.00            1           Yes          Yes      Govt_job
## 3884      0 Female  1.64            0            No           No      children
## 3885      0   Male 52.00            0            No          Yes      Govt_job
## 3886      0 Female 28.00            0           Yes          Yes       Private
## 3887      0 Female 45.00            0            No          Yes       Private
## 3888      0   Male 20.00            0            No           No       Private
## 3889      0   Male  1.56            0            No           No      children
## 3890      0 Female 65.00            0            No           No       Private
## 3891      0   Male 45.00            1            No          Yes Self-employed
## 3892      0   Male 77.00            0            No          Yes Self-employed
## 3893      0   Male 37.00            0            No          Yes      Govt_job
## 3894      0 Female 50.00            0            No          Yes       Private
## 3895      0 Female  0.56            0            No           No      children
## 3896      0 Female 30.00            0            No          Yes       Private
## 3897      0 Female 31.00            0            No           No       Private
## 3898      0   Male  4.00            0            No           No      children
## 3899      0   Male 65.00            1            No          Yes       Private
## 3900      0 Female 68.00            0            No          Yes Self-employed
## 3901      0 Female 63.00            1            No          Yes       Private
## 3902      0   Male 46.00            0            No           No       Private
## 3903      0 Female 54.00            0            No          Yes       Private
## 3904      0   Male 66.00            0            No          Yes       Private
## 3905      0 Female 29.00            0            No          Yes      Govt_job
## 3906      0   Male 78.00            0            No          Yes       Private
## 3907      0   Male 56.00            0            No          Yes      Govt_job
## 3908      0 Female 57.00            0            No          Yes       Private
## 3909      0 Female  2.00            0            No           No      children
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## 3911      0   Male 31.00            0            No          Yes      Govt_job
## 3912      0 Female 47.00            0            No          Yes       Private
## 3913      0   Male 37.00            0            No          Yes      Govt_job
## 3914      0 Female 79.00            0            No          Yes       Private
## 3915      0 Female 65.00            0            No          Yes       Private
## 3916      0   Male 61.00            0            No          Yes       Private
## 3917      0 Female 66.00            0            No          Yes       Private
## 3918      0   Male 24.00            0            No           No       Private
## 3919      0   Male 66.00            0            No          Yes Self-employed
## 3920      0 Female 64.00            1            No          Yes       Private
## 3921      0 Female 38.00            0            No          Yes       Private
## 3922      0 Female  7.00            0            No           No      children
## 3923      0 Female 63.00            0            No          Yes       Private
## 3924      0   Male 71.00            0            No          Yes       Private
## 3925      0   Male 18.00            0            No           No       Private
## 3926      0 Female 65.00            0            No          Yes       Private
## 3927      0   Male 57.00            0            No          Yes       Private
## 3928      0 Female 62.00            0            No          Yes       Private
## 3929      0   Male  1.80            0            No           No      children
## 3930      0   Male 35.00            0            No           No       Private
## 3931      0 Female 50.00            0            No          Yes      Govt_job
## 3932      0 Female 73.00            1            No           No Self-employed
## 3933      0 Female 23.00            0            No           No       Private
## 3934      0 Female 32.00            0            No          Yes      Govt_job
## 3935      0 Female 38.00            0            No          Yes       Private
## 3936      0 Female 50.00            0            No          Yes Self-employed
## 3937      0 Female 39.00            0            No          Yes       Private
## 3938      0 Female  7.00            0            No           No      children
## 3939      0 Female 15.00            0            No           No      children
## 3940      0   Male 67.00            0            No          Yes       Private
## 3941      0   Male  8.00            0            No           No      children
## 3942      0 Female 32.00            0            No          Yes       Private
## 3943      0   Male  5.00            0            No           No      children
## 3944      0   Male 56.00            1            No          Yes       Private
## 3945      0   Male 49.00            0            No           No       Private
## 3946      0 Female 75.00            0           Yes          Yes Self-employed
## 3947      0 Female 11.00            0            No           No      children
## 3948      0   Male 61.00            0            No          Yes Self-employed
## 3949      0   Male 76.00            0            No          Yes Self-employed
## 3950      0 Female 34.00            0            No          Yes       Private
## 3951      0   Male 20.00            0            No           No       Private
## 3952      0 Female 79.00            1            No          Yes Self-employed
## 3953      0 Female 24.00            0            No           No       Private
## 3954      0 Female 39.00            0            No          Yes Self-employed
## 3955      0 Female 55.00            0            No          Yes      Govt_job
## 3956      0 Female 16.00            0            No           No       Private
## 3957      0   Male 36.00            0            No           No       Private
## 3958      0 Female 38.00            0            No          Yes Self-employed
## 3959      0   Male 20.00            0            No           No       Private
## 3960      0 Female 38.00            0            No           No       Private
## 3961      0 Female 52.00            0            No          Yes       Private
## 3962      0   Male 49.00            0            No          Yes       Private
## 3963      0 Female 80.00            0            No          Yes Self-employed
## 3964      0   Male 75.00            0            No          Yes       Private
## 3965      0 Female 13.00            0            No           No       Private
## 3966      0 Female 54.00            1            No          Yes       Private
## 3967      0   Male 28.00            0            No           No       Private
## 3968      0 Female 61.00            0            No          Yes       Private
## 3969      0   Male  0.16            0            No           No      children
## 3970      0   Male 59.00            0            No           No      Govt_job
## 3971      0   Male 12.00            0            No           No      children
## 3972      0 Female 38.00            0            No           No       Private
## 3973      0   Male 15.00            0            No           No  Never_worked
## 3974      0   Male 31.00            0            No          Yes Self-employed
## 3975      0   Male 52.00            1            No          Yes       Private
## 3976      0 Female 61.00            0            No          Yes Self-employed
## 3977      0   Male 50.00            0            No          Yes       Private
## 3978      0 Female 41.00            0            No          Yes       Private
## 3979      0   Male 20.00            0            No           No       Private
## 3980      0   Male 67.00            0            No          Yes       Private
## 3981      0 Female 45.00            0            No          Yes       Private
## 3982      0   Male 73.00            0            No          Yes      Govt_job
## 3983      0 Female 52.00            0            No          Yes       Private
## 3984      0 Female 51.00            0            No          Yes       Private
## 3985      0 Female 56.00            0            No          Yes Self-employed
## 3986      0 Female 49.00            0            No          Yes Self-employed
## 3987      0   Male 10.00            0            No           No      children
## 3988      0 Female 51.00            0            No          Yes      Govt_job
## 3989      0   Male 57.00            0            No          Yes Self-employed
## 3990      0   Male 76.00            0            No          Yes       Private
## 3991      0 Female 28.00            0            No           No       Private
## 3992      0 Female 57.00            0            No          Yes       Private
## 3993      0   Male 39.00            0            No          Yes       Private
## 3994      0 Female 41.00            0            No          Yes       Private
## 3995      0 Female 72.00            1           Yes          Yes       Private
## 3996      0   Male 45.00            0            No          Yes       Private
## 3997      0   Male 33.00            0            No          Yes       Private
## 3998      0   Male 62.00            0           Yes          Yes       Private
## 3999      0 Female 27.00            0            No          Yes       Private
## 4000      0 Female 31.00            0            No          Yes       Private
## 4001      0 Female 24.00            0            No          Yes       Private
## 4002      0   Male  1.88            0            No           No      children
## 4003      0 Female 28.00            0            No           No       Private
## 4004      0 Female 24.00            0            No           No       Private
## 4005      0 Female 30.00            0            No          Yes      Govt_job
## 4006      0   Male 38.00            0            No          Yes      Govt_job
## 4007      0 Female  1.64            0            No           No      children
## 4008      0   Male  0.72            0            No           No      children
## 4009      0   Male 57.00            0            No          Yes       Private
## 4010      0 Female 27.00            0            No           No      Govt_job
## 4011      0 Female 30.00            0            No          Yes Self-employed
## 4012      0   Male 42.00            0            No          Yes       Private
## 4013      0   Male 36.00            0            No          Yes       Private
## 4014      0   Male 44.00            1            No          Yes       Private
## 4015      0   Male 59.00            0            No          Yes      Govt_job
## 4016      0 Female 61.00            0            No          Yes      Govt_job
## 4017      0 Female 18.00            0            No           No      Govt_job
## 4018      0 Female 44.00            0            No          Yes       Private
## 4019      0   Male 16.00            0            No           No      children
## 4020      0   Male 13.00            0            No           No      children
## 4021      0   Male  9.00            0            No           No      children
## 4022      0   Male  0.16            0            No           No      children
## 4023      0 Female 81.00            1            No          Yes Self-employed
## 4024      0 Female 38.00            0            No          Yes       Private
## 4025      0 Female 58.00            0            No          Yes Self-employed
## 4026      0   Male  5.00            0            No           No      children
## 4027      0 Female 64.00            0            No          Yes      Govt_job
## 4028      0 Female 38.00            0            No          Yes      Govt_job
## 4029      0 Female 56.00            0            No          Yes       Private
## 4030      0   Male 58.00            0            No          Yes      Govt_job
## 4031      0   Male  9.00            0            No           No      children
## 4032      0 Female 34.00            0            No          Yes       Private
## 4033      0 Female 79.00            0            No          Yes       Private
## 4034      0   Male 62.00            1            No          Yes Self-employed
## 4035      0 Female 60.00            0            No          Yes       Private
## 4036      0 Female 42.00            0            No           No       Private
## 4037      0 Female 59.00            0            No          Yes Self-employed
## 4038      0 Female 54.00            0            No          Yes       Private
## 4039      0   Male 59.00            0            No          Yes       Private
## 4040      0   Male 15.00            0            No           No      children
## 4041      0 Female 14.00            0            No           No      children
## 4042      0   Male  5.00            0            No           No      children
## 4043      0   Male 17.00            0            No           No       Private
## 4044      0 Female 13.00            0            No           No      children
## 4045      0 Female 48.00            0            No          Yes Self-employed
## 4046      0   Male 37.00            0            No          Yes      Govt_job
## 4047      0 Female 69.00            0           Yes          Yes       Private
## 4048      0 Female 74.00            0            No          Yes       Private
## 4049      0   Male 54.00            0            No          Yes       Private
## 4050      0 Female 64.00            0           Yes          Yes       Private
## 4051      0 Female 26.00            0            No           No       Private
## 4052      0   Male 55.00            0            No          Yes      Govt_job
## 4053      0 Female 74.00            0            No          Yes Self-employed
## 4054      0 Female  0.48            0            No           No      children
## 4055      0 Female 41.00            0           Yes           No       Private
## 4056      0   Male 68.00            0           Yes          Yes       Private
## 4057      0   Male  9.00            0            No           No      children
## 4058      0 Female 36.00            0            No          Yes       Private
## 4059      0   Male 17.00            0            No           No       Private
## 4060      0   Male 24.00            0            No          Yes       Private
## 4061      0 Female 69.00            0            No          Yes Self-employed
## 4062      0   Male 38.00            0            No          Yes      Govt_job
## 4063      0 Female 69.00            0            No          Yes       Private
## 4064      0 Female 32.00            0            No           No       Private
## 4065      0 Female 25.00            0            No           No       Private
## 4066      0   Male  2.00            0            No           No      children
## 4067      0   Male 79.00            0            No           No Self-employed
## 4068      0 Female 28.00            0            No          Yes       Private
## 4069      0 Female 16.00            0            No           No  Never_worked
## 4070      0   Male 31.00            0            No          Yes       Private
## 4071      0   Male 66.00            0            No          Yes Self-employed
## 4072      0 Female 57.00            1            No          Yes       Private
## 4073      0 Female 61.00            0            No          Yes       Private
## 4074      0 Female 74.00            0            No          Yes Self-employed
## 4075      0 Female 70.00            0            No          Yes      Govt_job
## 4076      0 Female  8.00            0            No           No      children
## 4077      0 Female 49.00            0            No          Yes       Private
## 4078      0   Male 30.00            0            No          Yes      Govt_job
## 4079      0   Male 51.00            0            No           No Self-employed
## 4080      0 Female 10.00            0            No           No      children
## 4081      0 Female 34.00            0            No          Yes       Private
## 4082      0   Male 40.00            0            No          Yes       Private
## 4083      0   Male  3.00            0            No           No      children
## 4084      0 Female 45.00            0            No          Yes Self-employed
## 4085      0   Male  4.00            0            No           No      children
## 4086      0   Male 52.00            0           Yes          Yes       Private
## 4087      0   Male 68.00            0           Yes          Yes       Private
## 4088      0 Female  8.00            0            No           No      children
## 4089      0 Female 82.00            0           Yes          Yes Self-employed
## 4090      0   Male 36.00            0            No          Yes      Govt_job
## 4091      0 Female 42.00            0            No          Yes      Govt_job
## 4092      0 Female 27.00            0            No           No      Govt_job
## 4093      0   Male 55.00            0            No          Yes      Govt_job
## 4094      0 Female 31.00            0            No          Yes Self-employed
## 4095      0   Male 82.00            0            No          Yes Self-employed
## 4096      0 Female 57.00            0            No          Yes Self-employed
## 4097      0 Female 78.00            0           Yes          Yes       Private
## 4098      0   Male 55.00            0            No          Yes Self-employed
## 4099      0   Male 51.00            0            No          Yes       Private
## 4100      0   Male 80.00            0            No           No       Private
## 4101      0 Female 17.00            0            No           No       Private
## 4102      0 Female 61.00            0            No          Yes       Private
## 4103      0 Female 62.00            0            No          Yes      Govt_job
## 4104      0 Female 14.00            0            No           No Self-employed
## 4105      0 Female 62.00            0            No          Yes       Private
## 4106      0 Female 56.00            0            No           No Self-employed
## 4107      0   Male 41.00            0            No          Yes      Govt_job
## 4108      0 Female 59.00            0            No          Yes Self-employed
## 4109      0   Male 29.00            0            No          Yes       Private
## 4110      0   Male 39.00            0            No          Yes       Private
## 4111      0   Male 66.00            0            No          Yes Self-employed
## 4112      0 Female 35.00            0            No          Yes       Private
## 4113      0 Female 36.00            0            No          Yes       Private
## 4114      0   Male 35.00            0            No          Yes       Private
## 4115      0   Male 26.00            0            No           No       Private
## 4116      0 Female 31.00            0            No           No       Private
## 4117      0 Female 56.00            0            No          Yes Self-employed
## 4118      0 Female 36.00            0            No          Yes      Govt_job
## 4119      0 Female 41.00            0            No          Yes      Govt_job
## 4120      0 Female 50.00            0            No          Yes       Private
## 4121      0 Female 42.00            0            No          Yes       Private
## 4122      0   Male 79.00            0            No          Yes Self-employed
## 4123      0   Male 57.00            0            No          Yes       Private
## 4124      0   Male 68.00            0           Yes          Yes       Private
## 4125      0 Female 25.00            0            No          Yes       Private
## 4126      0   Male 69.00            0            No          Yes       Private
## 4127      0 Female 42.00            0            No          Yes       Private
## 4128      0   Male 37.00            0            No          Yes      Govt_job
## 4129      0 Female  2.00            0            No           No      children
## 4130      0 Female 78.00            0            No          Yes Self-employed
## 4131      0 Female 36.00            0            No          Yes       Private
## 4132      0   Male 10.00            0            No           No      children
## 4133      0   Male 39.00            1            No          Yes       Private
## 4134      0   Male  4.00            0            No           No      children
## 4135      0 Female 48.00            0            No          Yes       Private
## 4136      0   Male 72.00            0            No          Yes Self-employed
## 4137      0   Male 63.00            0           Yes           No       Private
## 4138      0 Female 28.00            0            No          Yes       Private
## 4139      0 Female 80.00            0            No          Yes Self-employed
## 4140      0   Male 49.00            0            No          Yes       Private
## 4141      0   Male 57.00            0            No           No       Private
## 4142      0 Female 59.00            0            No          Yes       Private
## 4143      0 Female 43.00            0            No          Yes       Private
## 4144      0 Female 47.00            0            No          Yes       Private
## 4145      0   Male 54.00            0            No          Yes Self-employed
## 4146      0   Male 57.00            0            No          Yes       Private
## 4147      0   Male 56.00            0            No          Yes       Private
## 4148      0   Male 66.00            0           Yes           No      Govt_job
## 4149      0   Male 18.00            0            No           No      Govt_job
## 4150      0 Female 81.00            1           Yes          Yes Self-employed
## 4151      0   Male 30.00            0            No          Yes       Private
## 4152      0   Male  8.00            0            No           No      children
## 4153      0   Male 55.00            0            No          Yes Self-employed
## 4154      0   Male 79.00            1            No          Yes Self-employed
## 4155      0 Female 49.00            0            No          Yes       Private
## 4156      0 Female 53.00            1            No          Yes       Private
## 4157      0 Female 26.00            0            No          Yes       Private
## 4158      0 Female 14.00            0            No           No      children
## 4159      0   Male 25.00            0            No           No       Private
## 4160      0 Female 20.00            0            No           No       Private
## 4161      0 Female 18.00            0            No           No  Never_worked
## 4162      0   Male 38.00            0            No          Yes       Private
## 4163      0 Female 72.00            0           Yes          Yes Self-employed
## 4164      0 Female 52.00            0            No          Yes       Private
## 4165      0 Female 82.00            1            No          Yes       Private
## 4166      0   Male 71.00            0           Yes          Yes       Private
## 4167      0   Male 46.00            0            No          Yes       Private
## 4168      0 Female 33.00            0            No          Yes       Private
## 4169      0 Female 37.00            0            No          Yes       Private
## 4170      0 Female 54.00            0            No          Yes       Private
## 4171      0 Female  5.00            0            No           No      children
## 4172      0   Male 45.00            0            No          Yes       Private
## 4173      0   Male 14.00            0            No           No      children
## 4174      0   Male  5.00            0            No           No      children
## 4175      0 Female 35.00            0            No          Yes Self-employed
## 4176      0 Female 20.00            0            No          Yes       Private
## 4177      0   Male 51.00            0            No          Yes       Private
## 4178      0   Male 40.00            0            No          Yes      Govt_job
## 4179      0 Female 79.00            0            No          Yes      Govt_job
## 4180      0   Male 61.00            0            No          Yes Self-employed
## 4181      0   Male 33.00            0            No          Yes       Private
## 4182      0 Female 27.00            0            No          Yes       Private
## 4183      0 Female 28.00            0            No           No       Private
## 4184      0 Female 67.00            0            No          Yes Self-employed
## 4185      0 Female 35.00            0            No          Yes       Private
## 4186      0 Female 78.00            0            No          Yes       Private
## 4187      0 Female 20.00            0            No           No       Private
## 4188      0 Female 43.00            0            No          Yes       Private
## 4189      0 Female 27.00            0            No          Yes       Private
## 4190      0 Female 45.00            0            No          Yes       Private
## 4191      0 Female 11.00            0            No           No      children
## 4192      0 Female 31.00            0            No          Yes       Private
## 4193      0 Female 30.00            0            No           No       Private
## 4194      0 Female 27.00            0            No           No       Private
## 4195      0 Female 34.00            0            No          Yes       Private
## 4196      0   Male 19.00            0            No           No       Private
## 4197      0 Female  3.00            0            No           No      children
## 4198      0   Male 53.00            0           Yes          Yes       Private
## 4199      0   Male 81.00            0            No          Yes Self-employed
## 4200      0 Female 44.00            0            No          Yes       Private
## 4201      0 Female 59.00            0            No          Yes Self-employed
## 4202      0   Male 43.00            0            No          Yes       Private
## 4203      0   Male 32.00            1            No           No       Private
## 4204      0 Female  5.00            0            No           No      children
## 4205      0 Female 31.00            0            No          Yes       Private
## 4206      0   Male 47.00            0            No          Yes       Private
## 4207      0 Female 12.00            0            No           No      children
## 4208      0   Male 40.00            0            No          Yes       Private
## 4209      0 Female 49.00            0            No          Yes      Govt_job
## 4210      0   Male 38.00            1            No          Yes       Private
## 4211      0 Female 15.00            0            No           No      children
## 4212      0 Female 81.00            0           Yes           No Self-employed
## 4213      0   Male 48.00            0            No          Yes       Private
## 4214      0 Female 24.00            0            No           No       Private
## 4215      0   Male 47.00            0            No          Yes Self-employed
## 4216      0 Female 13.00            0            No           No      children
## 4217      0 Female 16.00            0            No           No       Private
## 4218      0   Male 64.00            1            No          Yes Self-employed
## 4219      0 Female 11.00            0            No           No      children
## 4220      0 Female 55.00            0            No          Yes      Govt_job
## 4221      0   Male 38.00            0            No          Yes       Private
## 4222      0   Male 37.00            0            No          Yes       Private
## 4223      0 Female 34.00            0            No          Yes       Private
## 4224      0 Female 52.00            0            No          Yes Self-employed
## 4225      0 Female 50.00            0            No          Yes       Private
## 4226      0 Female 37.00            0            No          Yes       Private
## 4227      0 Female 55.00            0            No          Yes Self-employed
## 4228      0 Female  2.00            0            No           No      children
## 4229      0   Male 68.00            0            No          Yes Self-employed
## 4230      0 Female 27.00            0            No           No       Private
## 4231      0 Female 17.00            0            No           No       Private
## 4232      0 Female 53.00            1            No          Yes      Govt_job
## 4233      0   Male  5.00            0            No           No      children
## 4234      0 Female  3.00            0            No           No      children
## 4235      0 Female 20.00            0            No           No       Private
## 4236      0   Male 19.00            0            No           No       Private
## 4237      0 Female 31.00            0            No          Yes       Private
## 4238      0 Female 63.00            0            No          Yes Self-employed
## 4239      0 Female 49.00            0           Yes          Yes       Private
## 4240      0 Female 72.00            0            No          Yes Self-employed
## 4241      0 Female 50.00            1            No          Yes       Private
## 4242      0   Male 41.00            0            No          Yes Self-employed
## 4243      0   Male 40.00            0            No          Yes      Govt_job
## 4244      0   Male 17.00            0            No           No       Private
## 4245      0   Male  3.00            0            No           No      children
## 4246      0 Female 33.00            0            No           No       Private
## 4247      0 Female 12.00            0            No           No      children
## 4248      0   Male 23.00            0            No           No       Private
## 4249      0   Male 31.00            0            No           No      Govt_job
## 4250      0 Female 65.00            0            No          Yes Self-employed
## 4251      0 Female 43.00            0            No          Yes       Private
## 4252      0 Female 22.00            0            No           No       Private
## 4253      0   Male  7.00            0            No           No      children
## 4254      0 Female 81.00            0            No          Yes Self-employed
## 4255      0 Female 10.00            0            No           No      children
## 4256      0 Female 18.00            0            No           No       Private
## 4257      0 Female  5.00            0            No           No      children
## 4258      0 Female 24.00            0            No           No Self-employed
## 4259      0 Female 45.00            0            No          Yes Self-employed
## 4260      0 Female 46.00            1            No          Yes       Private
## 4261      0   Male 64.00            0            No          Yes       Private
## 4262      0   Male 25.00            0            No           No       Private
## 4263      0 Female 12.00            0            No           No      children
## 4264      0   Male 81.00            1            No          Yes       Private
## 4265      0   Male 65.00            0            No          Yes Self-employed
## 4266      0 Female 40.00            0            No          Yes       Private
## 4267      0   Male 81.00            0            No           No       Private
## 4268      0   Male 36.00            0            No          Yes       Private
## 4269      0 Female 32.00            0            No          Yes Self-employed
## 4270      0   Male 31.00            0            No           No       Private
## 4271      0   Male 55.00            0            No          Yes       Private
## 4272      0   Male 39.00            0            No          Yes       Private
## 4273      0 Female 17.00            0            No           No       Private
## 4274      0 Female 31.00            0            No           No      Govt_job
## 4275      0 Female 36.00            0            No          Yes Self-employed
## 4276      0 Female  5.00            0            No           No      children
## 4277      0 Female 29.00            0            No           No Self-employed
## 4278      0 Female  2.00            0            No           No      children
## 4279      0 Female 62.00            0            No          Yes Self-employed
## 4280      0 Female 45.00            0            No          Yes      Govt_job
## 4281      0 Female 18.00            0            No           No       Private
## 4282      0 Female 29.00            0            No          Yes       Private
## 4283      0 Female 52.00            0            No          Yes       Private
## 4284      0   Male 59.00            1            No          Yes      Govt_job
## 4285      0   Male 69.00            1           Yes          Yes       Private
## 4286      0 Female 71.00            0            No          Yes       Private
## 4287      0   Male  3.00            0            No           No      children
## 4288      0   Male 33.00            0            No          Yes      Govt_job
## 4289      0 Female 43.00            1            No          Yes      Govt_job
## 4290      0   Male 39.00            0            No          Yes       Private
## 4291      0 Female 60.00            0            No          Yes       Private
## 4292      0 Female 54.00            0            No          Yes      Govt_job
## 4293      0   Male 61.00            0            No          Yes Self-employed
## 4294      0   Male  0.24            0            No           No      children
## 4295      0 Female 11.00            0            No           No      children
## 4296      0 Female 75.00            0            No          Yes      Govt_job
## 4297      0 Female 64.00            0            No          Yes       Private
## 4298      0 Female 78.00            0            No           No      Govt_job
## 4299      0 Female 14.00            0            No           No       Private
## 4300      0 Female 66.00            0            No          Yes Self-employed
## 4301      0   Male 48.00            0            No          Yes       Private
## 4302      0 Female 44.00            0            No          Yes       Private
## 4303      0   Male 30.00            0            No           No       Private
## 4304      0   Male  1.48            0            No           No      children
## 4305      0 Female 61.00            0            No          Yes Self-employed
## 4306      0 Female 54.00            0            No          Yes      Govt_job
## 4307      0 Female 22.00            0            No           No      Govt_job
## 4308      0   Male 47.00            0            No          Yes       Private
## 4309      0 Female 67.00            0            No          Yes       Private
## 4310      0   Male 53.00            0            No          Yes       Private
## 4311      0 Female 45.00            0            No          Yes      Govt_job
## 4312      0 Female 65.00            0            No          Yes       Private
## 4313      0   Male 39.00            1            No          Yes       Private
## 4314      0   Male 57.00            0            No          Yes       Private
## 4315      0 Female 45.00            0            No          Yes Self-employed
## 4316      0 Female 28.00            0            No          Yes       Private
## 4317      0   Male 30.00            0            No           No       Private
## 4318      0 Female 31.00            0            No          Yes       Private
## 4319      0 Female 70.00            0            No          Yes       Private
## 4320      0 Female 17.00            0            No           No       Private
## 4321      0   Male 44.00            1            No          Yes Self-employed
## 4322      0   Male 65.00            0            No          Yes Self-employed
## 4323      0   Male  6.00            0            No           No      children
## 4324      0   Male 15.00            0            No           No      children
## 4325      0 Female 80.00            0            No           No Self-employed
## 4326      0   Male 54.00            0            No          Yes      Govt_job
## 4327      0 Female 79.00            0            No          Yes Self-employed
## 4328      0 Female 60.00            1            No          Yes       Private
## 4329      0 Female 12.00            0            No           No      children
## 4330      0 Female 36.00            0            No           No       Private
## 4331      0 Female 54.00            0            No          Yes Self-employed
## 4332      0   Male 63.00            0            No          Yes       Private
## 4333      0 Female  2.00            0            No           No      children
## 4334      0 Female 28.00            0            No           No       Private
## 4335      0 Female 38.00            1            No          Yes       Private
## 4336      0   Male 37.00            0            No          Yes       Private
## 4337      0   Male 80.00            0           Yes          Yes       Private
## 4338      0   Male 43.00            0            No           No       Private
## 4339      0   Male 60.00            1            No          Yes      Govt_job
## 4340      0 Female 66.00            0            No          Yes       Private
## 4341      0 Female 45.00            0            No          Yes      Govt_job
## 4342      0 Female 29.00            0            No           No       Private
## 4343      0   Male  4.00            0            No           No      children
## 4344      0 Female 48.00            0            No          Yes       Private
## 4345      0 Female 68.00            0            No          Yes       Private
## 4346      0 Female 57.00            0            No          Yes       Private
## 4347      0 Female 29.00            0            No           No       Private
## 4348      0 Female 30.00            0            No          Yes       Private
## 4349      0 Female 47.00            0            No          Yes Self-employed
## 4350      0 Female 73.00            0            No          Yes       Private
## 4351      0 Female 66.00            0            No          Yes Self-employed
## 4352      0 Female 39.00            0            No          Yes       Private
## 4353      0   Male 66.00            0            No           No      Govt_job
## 4354      0 Female 52.00            0            No          Yes       Private
## 4355      0 Female 34.00            0            No           No       Private
## 4356      0 Female 79.00            1            No          Yes Self-employed
## 4357      0 Female 39.00            0            No          Yes       Private
## 4358      0   Male 61.00            0            No          Yes      Govt_job
## 4359      0 Female 26.00            0            No           No       Private
## 4360      0 Female 37.00            0            No           No       Private
## 4361      0 Female 66.00            0           Yes          Yes       Private
## 4362      0 Female 16.00            0            No           No       Private
## 4363      0 Female 51.00            1            No          Yes      Govt_job
## 4364      0   Male 15.00            0            No           No       Private
## 4365      0   Male  1.72            0            No           No      children
## 4366      0   Male 60.00            0            No          Yes       Private
## 4367      0   Male 66.00            0            No          Yes Self-employed
## 4368      0 Female 75.00            0            No          Yes      Govt_job
## 4369      0 Female 40.00            0            No          Yes       Private
## 4370      0 Female 52.00            0            No          Yes      Govt_job
## 4371      0 Female 13.00            0            No           No      children
## 4372      0 Female 44.00            0            No          Yes      Govt_job
## 4373      0 Female 37.00            0            No           No       Private
## 4374      0   Male  2.00            0            No           No      children
## 4375      0 Female 48.00            0            No          Yes       Private
## 4376      0 Female 81.00            0           Yes          Yes      Govt_job
## 4377      0 Female 76.00            0            No          Yes Self-employed
## 4378      0 Female 58.00            0            No          Yes      Govt_job
## 4379      0 Female 11.00            0            No           No      children
## 4380      0 Female  9.00            0            No           No      children
## 4381      0   Male 54.00            0            No          Yes       Private
## 4382      0 Female 37.00            0            No           No Self-employed
## 4383      0 Female 16.00            0            No           No       Private
## 4384      0   Male 11.00            0            No           No      children
## 4385      0 Female 32.00            0            No          Yes       Private
## 4386      0 Female 26.00            0            No           No       Private
## 4387      0 Female 21.00            0            No           No       Private
## 4388      0 Female 45.00            0            No          Yes      Govt_job
## 4389      0 Female 40.00            0            No          Yes Self-employed
## 4390      0 Female 41.00            0            No          Yes       Private
## 4391      0 Female 71.00            1           Yes          Yes       Private
## 4392      0   Male 16.00            0            No           No       Private
## 4393      0 Female  7.00            0            No           No      children
## 4394      0 Female 27.00            0            No           No       Private
## 4395      0 Female 22.00            0            No          Yes       Private
## 4396      0 Female 79.00            0            No          Yes Self-employed
## 4397      0 Female 38.00            0            No          Yes       Private
## 4398      0 Female 64.00            0            No          Yes       Private
## 4399      0   Male  4.00            0            No           No      children
## 4400      0 Female 23.00            0            No          Yes      Govt_job
## 4401      0   Male 35.00            0            No          Yes      Govt_job
## 4402      0   Male 66.00            0            No          Yes Self-employed
## 4403      0   Male 34.00            0            No          Yes       Private
## 4404      0 Female 19.00            0            No           No       Private
## 4405      0   Male 73.00            0            No          Yes       Private
## 4406      0 Female 70.00            0            No          Yes       Private
## 4407      0 Female 45.00            0            No          Yes       Private
## 4408      0 Female 34.00            0            No           No       Private
## 4409      0   Male 81.00            0            No          Yes       Private
## 4410      0 Female  0.72            0            No           No      children
## 4411      0   Male 13.00            0            No           No  Never_worked
## 4412      0   Male 57.00            0           Yes          Yes Self-employed
## 4413      0 Female 38.00            0            No          Yes       Private
## 4414      0   Male 21.00            0            No           No       Private
## 4415      0 Female 38.00            0            No          Yes       Private
## 4416      0 Female 41.00            0            No           No       Private
## 4417      0 Female 26.00            0            No          Yes       Private
## 4418      0 Female 48.00            0            No          Yes Self-employed
## 4419      0   Male 18.00            0            No           No       Private
## 4420      0   Male 66.00            0            No          Yes Self-employed
## 4421      0 Female 27.00            0            No           No       Private
## 4422      0 Female 18.00            0            No           No       Private
## 4423      0 Female 20.00            0            No           No      Govt_job
## 4424      0   Male 11.00            0            No           No      children
## 4425      0 Female  7.00            0            No           No      children
## 4426      0 Female 54.00            0            No           No       Private
## 4427      0   Male 43.00            0            No          Yes      Govt_job
## 4428      0 Female 61.00            0            No          Yes       Private
## 4429      0   Male 31.00            0            No           No       Private
## 4430      0 Female 40.00            0            No          Yes       Private
## 4431      0 Female 71.00            1            No          Yes      Govt_job
## 4432      0 Female 57.00            0            No          Yes       Private
## 4433      0 Female 13.00            0            No           No      children
## 4434      0 Female 21.00            0            No           No       Private
## 4435      0 Female 63.00            1            No          Yes      Govt_job
## 4436      0   Male  7.00            0            No           No      children
## 4437      0 Female 78.00            0            No          Yes       Private
## 4438      0 Female 66.00            0            No          Yes Self-employed
## 4439      0   Male 41.00            0            No           No Self-employed
## 4440      0   Male 11.00            0            No           No      children
## 4441      0   Male 55.00            0            No          Yes       Private
## 4442      0 Female 42.00            0            No          Yes       Private
## 4443      0   Male 51.00            0            No          Yes       Private
## 4444      0 Female 79.00            1            No          Yes Self-employed
## 4445      0   Male 28.00            0            No          Yes Self-employed
## 4446      0 Female 73.00            1            No          Yes Self-employed
## 4447      0 Female 42.00            0            No          Yes       Private
## 4448      0 Female 37.00            0            No          Yes       Private
## 4449      0   Male 78.00            0            No          Yes       Private
## 4450      0 Female 74.00            0            No          Yes Self-employed
## 4451      0 Female 59.00            0            No          Yes       Private
## 4452      0 Female 78.00            0            No          Yes      Govt_job
## 4453      0 Female 82.00            1            No          Yes       Private
## 4454      0   Male 71.00            1            No          Yes       Private
## 4455      0 Female 19.00            0            No           No       Private
## 4456      0   Male 18.00            0            No           No       Private
## 4457      0 Female 53.00            0            No          Yes      Govt_job
## 4458      0 Female 62.00            1            No          Yes Self-employed
## 4459      0   Male  3.00            0            No           No      children
## 4460      0 Female 49.00            1            No          Yes      Govt_job
## 4461      0   Male 51.00            0            No          Yes      Govt_job
## 4462      0 Female 53.00            0            No          Yes       Private
## 4463      0 Female 10.00            0            No           No      children
## 4464      0   Male 54.00            0            No          Yes       Private
## 4465      0 Female 40.00            0            No           No      Govt_job
## 4466      0 Female  3.00            0            No           No      children
## 4467      0 Female 12.00            0            No           No      children
## 4468      0   Male 56.00            0            No          Yes       Private
## 4469      0 Female 43.00            0            No           No       Private
## 4470      0 Female 28.00            0            No           No      Govt_job
## 4471      0   Male 28.00            0            No           No       Private
## 4472      0   Male 56.00            0            No          Yes       Private
## 4473      0 Female 14.00            0            No           No      children
## 4474      0 Female 63.00            0            No          Yes Self-employed
## 4475      0 Female 29.00            0            No          Yes       Private
## 4476      0 Female 48.00            1            No          Yes      Govt_job
## 4477      0   Male 47.00            0           Yes          Yes      Govt_job
## 4478      0   Male 63.00            1            No          Yes       Private
## 4479      0   Male 40.00            0            No          Yes Self-employed
## 4480      0 Female 40.00            0            No          Yes       Private
## 4481      0   Male 55.00            0            No          Yes       Private
## 4482      0 Female 43.00            0            No          Yes       Private
## 4483      0 Female 59.00            0            No          Yes       Private
## 4484      0 Female 78.00            1            No          Yes       Private
## 4485      0 Female 27.00            0            No           No       Private
## 4486      0 Female 49.00            0            No          Yes       Private
## 4487      0   Male 14.00            0            No           No       Private
## 4488      0 Female 17.00            0            No           No       Private
## 4489      0   Male 42.00            0            No          Yes      Govt_job
## 4490      0 Female 36.00            0            No          Yes Self-employed
## 4491      0   Male 19.00            0            No           No       Private
## 4492      0   Male 55.00            0            No          Yes Self-employed
## 4493      0 Female  8.00            0            No           No      children
## 4494      0 Female 56.00            0            No          Yes      Govt_job
## 4495      0   Male 54.00            0            No           No       Private
## 4496      0   Male 15.00            0            No           No      children
## 4497      0 Female 43.00            0            No          Yes Self-employed
## 4498      0   Male 52.00            0            No          Yes      Govt_job
## 4499      0 Female 62.00            0            No          Yes Self-employed
## 4500      0   Male 54.00            0            No          Yes       Private
## 4501      0   Male 60.00            0            No          Yes Self-employed
## 4502      0   Male  7.00            0            No           No      children
## 4503      0   Male  3.00            0            No           No      children
## 4504      0 Female 39.00            0            No           No       Private
## 4505      0   Male 60.00            0            No          Yes      Govt_job
## 4506      0 Female 60.00            1            No          Yes       Private
## 4507      0 Female 46.00            0            No          Yes Self-employed
## 4508      0   Male 26.00            0            No           No       Private
## 4509      0 Female 12.00            0            No           No      children
## 4510      0   Male 16.00            0            No           No       Private
## 4511      0 Female  2.00            0            No           No      children
## 4512      0 Female 82.00            0            No          Yes       Private
## 4513      0 Female 32.00            0            No          Yes       Private
## 4514      0 Female 62.00            0            No          Yes       Private
## 4515      0 Female 75.00            1            No          Yes Self-employed
## 4516      0 Female 81.00            1            No          Yes      Govt_job
## 4517      0 Female 37.00            0            No          Yes       Private
## 4518      0 Female 28.00            0            No           No       Private
## 4519      0 Female 25.00            0            No           No       Private
## 4520      0   Male 44.00            0            No          Yes      Govt_job
## 4521      0 Female 11.00            0            No           No      children
## 4522      0   Male 54.00            1            No          Yes       Private
## 4523      0   Male 52.00            1            No          Yes      Govt_job
## 4524      0 Female 43.00            0            No          Yes       Private
## 4525      0 Female 56.00            0            No          Yes       Private
## 4526      0 Female 37.00            0            No          Yes       Private
## 4527      0   Male 60.00            0            No          Yes       Private
## 4528      0 Female  4.00            0            No           No      children
## 4529      0 Female 51.00            0            No          Yes Self-employed
## 4530      0   Male 82.00            0           Yes          Yes       Private
## 4531      0 Female 56.00            0            No          Yes      Govt_job
## 4532      0 Female 60.00            0            No          Yes       Private
## 4533      0   Male 35.00            0            No          Yes       Private
## 4534      0 Female 32.00            0            No          Yes       Private
## 4535      0 Female 45.00            0            No           No       Private
## 4536      0   Male 10.00            0            No           No      children
## 4537      0 Female 68.00            1            No          Yes       Private
## 4538      0 Female 51.00            0            No          Yes      Govt_job
## 4539      0   Male  8.00            0            No           No      children
## 4540      0 Female 63.00            0            No          Yes Self-employed
## 4541      0   Male  4.00            0            No           No      children
## 4542      0 Female 33.00            0            No          Yes       Private
## 4543      0 Female 56.00            0           Yes          Yes       Private
## 4544      0   Male 49.00            0           Yes          Yes      Govt_job
## 4545      0 Female 30.00            0            No          Yes       Private
## 4546      0   Male 16.00            0            No           No      children
## 4547      0 Female  1.80            0            No           No      children
## 4548      0   Male 54.00            0            No          Yes       Private
## 4549      0   Male 49.00            0            No          Yes       Private
## 4550      0 Female 17.00            0            No           No       Private
## 4551      0   Male 11.00            0            No           No      children
## 4552      0   Male 51.00            0            No          Yes       Private
## 4553      0   Male 74.00            1           Yes          Yes       Private
## 4554      0 Female 42.00            0            No          Yes       Private
## 4555      0 Female 69.00            0            No          Yes Self-employed
## 4556      0 Female 22.00            0            No           No       Private
## 4557      0 Female 25.00            0            No           No       Private
## 4558      0   Male 17.00            0            No           No       Private
## 4559      0   Male 64.00            0            No           No Self-employed
## 4560      0 Female 50.00            0            No          Yes       Private
## 4561      0   Male 52.00            1            No          Yes      Govt_job
## 4562      0 Female 65.00            0           Yes          Yes       Private
## 4563      0 Female 37.00            0            No          Yes      Govt_job
## 4564      0 Female 31.00            0            No          Yes Self-employed
## 4565      0 Female 52.00            0            No          Yes       Private
## 4566      0 Female 56.00            0            No          Yes Self-employed
## 4567      0 Female 43.00            0            No          Yes       Private
## 4568      0   Male 11.00            0            No           No      children
## 4569      0 Female  2.00            0            No           No      children
## 4570      0 Female 16.00            0            No           No       Private
## 4571      0   Male 23.00            0            No           No       Private
## 4572      0 Female 40.00            0            No          Yes       Private
## 4573      0   Male 15.00            0            No           No       Private
## 4574      0   Male 48.00            0            No          Yes       Private
## 4575      0   Male 33.00            0            No          Yes       Private
## 4576      0   Male 46.00            0            No          Yes       Private
## 4577      0 Female 53.00            0            No          Yes       Private
## 4578      0   Male 68.00            0            No          Yes Self-employed
## 4579      0   Male 60.00            0            No          Yes      Govt_job
## 4580      0   Male 57.00            0            No           No      Govt_job
## 4581      0 Female 51.00            0            No          Yes      Govt_job
## 4582      0 Female  0.40            0            No           No      children
## 4583      0 Female 76.00            0            No          Yes      Govt_job
## 4584      0 Female 46.00            0            No          Yes      Govt_job
## 4585      0 Female 23.00            0            No           No       Private
## 4586      0   Male  9.00            0            No           No      children
## 4587      0 Female 53.00            0            No          Yes       Private
## 4588      0   Male  4.00            0            No           No      children
## 4589      0 Female 62.00            1            No           No       Private
## 4590      0   Male 37.00            0            No          Yes       Private
## 4591      0 Female 82.00            1           Yes          Yes Self-employed
## 4592      0 Female 33.00            0            No          Yes       Private
## 4593      0   Male  3.00            0            No           No      children
## 4594      0   Male 14.00            0            No           No       Private
## 4595      0   Male 16.00            0            No           No       Private
## 4596      0   Male 40.00            0            No          Yes      Govt_job
## 4597      0 Female 18.00            0            No           No       Private
## 4598      0 Female 29.00            0            No          Yes       Private
## 4599      0 Female 56.00            0            No          Yes      Govt_job
## 4600      0   Male 33.00            0            No          Yes       Private
## 4601      0   Male  2.00            0            No           No      children
## 4602      0   Male 36.00            0            No          Yes       Private
## 4603      0   Male 30.00            0            No           No       Private
## 4604      0 Female 31.00            0            No           No      Govt_job
## 4605      0   Male 16.00            0            No           No      children
## 4606      0   Male 58.00            0            No          Yes       Private
## 4607      0 Female 19.00            0            No           No       Private
## 4608      0   Male 47.00            0            No          Yes      Govt_job
## 4609      0   Male 59.00            0            No          Yes       Private
## 4610      0 Female 40.00            0            No          Yes       Private
## 4611      0 Female 26.00            0            No           No      Govt_job
## 4612      0 Female 17.00            0            No           No  Never_worked
## 4613      0 Female 30.00            0            No           No       Private
## 4614      0 Female 19.00            0            No           No       Private
## 4615      0 Female 78.00            0            No          Yes      Govt_job
## 4616      0 Female 55.00            0            No          Yes       Private
## 4617      0   Male 59.00            0            No          Yes       Private
## 4618      0   Male 57.00            0            No          Yes      Govt_job
## 4619      0   Male 33.00            0            No           No       Private
## 4620      0 Female 35.00            0            No          Yes       Private
## 4621      0   Male 32.00            0            No          Yes       Private
## 4622      0 Female 55.00            0            No          Yes       Private
## 4623      0   Male 28.00            0            No           No       Private
## 4624      0   Male 25.00            0            No          Yes      Govt_job
## 4625      0 Female 45.00            0            No          Yes       Private
## 4626      0 Female 34.00            0            No           No      Govt_job
## 4627      0   Male 33.00            0            No          Yes       Private
## 4628      0   Male 65.00            0            No          Yes       Private
## 4629      0 Female 62.00            0            No          Yes Self-employed
## 4630      0   Male 36.00            0            No          Yes       Private
## 4631      0   Male 31.00            0            No          Yes       Private
## 4632      0   Male 54.00            0            No          Yes      Govt_job
## 4633      0 Female 53.00            0            No          Yes       Private
## 4634      0 Female 44.00            0            No          Yes       Private
## 4635      0   Male 77.00            0            No          Yes       Private
## 4636      0 Female 67.00            0            No          Yes      Govt_job
## 4637      0 Female 48.00            0            No          Yes Self-employed
## 4638      0   Male 42.00            0            No          Yes       Private
## 4639      0   Male 72.00            1           Yes          Yes       Private
## 4640      0   Male 49.00            0            No          Yes       Private
## 4641      0 Female  1.32            0            No           No      children
## 4642      0 Female 45.00            0            No          Yes      Govt_job
## 4643      0 Female 63.00            1            No          Yes       Private
## 4644      0 Female 33.00            0            No          Yes       Private
## 4645      0   Male 32.00            0            No          Yes       Private
## 4646      0 Female  0.48            0            No           No      children
## 4647      0 Female 63.00            0            No          Yes Self-employed
## 4648      0   Male 70.00            0            No          Yes       Private
## 4649      0 Female 57.00            0            No          Yes       Private
## 4650      0   Male  8.00            0            No           No      children
## 4651      0   Male 54.00            0            No          Yes       Private
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## 4653      0   Male 59.00            0            No          Yes       Private
## 4654      0 Female 78.00            0            No          Yes      Govt_job
## 4655      0 Female 59.00            0            No          Yes       Private
## 4656      0 Female 10.00            0            No           No      children
## 4657      0   Male 21.00            0            No           No       Private
## 4658      0   Male  2.00            0            No           No      children
## 4659      0 Female 55.00            0            No          Yes      Govt_job
## 4660      0 Female 20.00            0            No          Yes       Private
## 4661      0 Female 38.00            1            No          Yes       Private
## 4662      0 Female 33.00            0            No          Yes       Private
## 4663      0   Male 14.00            0            No           No       Private
## 4664      0   Male 32.00            0            No          Yes       Private
## 4665      0 Female 32.00            0            No           No       Private
## 4666      0 Female 68.00            0            No          Yes Self-employed
## 4667      0   Male 70.00            0            No          Yes       Private
## 4668      0 Female 24.00            0            No          Yes       Private
## 4669      0   Male 44.00            0            No           No Self-employed
## 4670      0   Male 39.00            0            No          Yes      Govt_job
## 4671      0 Female 81.00            0            No          Yes       Private
## 4672      0   Male 19.00            0            No           No       Private
## 4673      0 Female 69.00            0            No          Yes Self-employed
## 4674      0 Female 42.00            0            No          Yes      Govt_job
## 4675      0   Male  8.00            0            No           No      children
## 4676      0   Male  8.00            0            No           No      children
## 4677      0 Female 28.00            0            No           No       Private
## 4678      0 Female 66.00            0            No          Yes Self-employed
## 4679      0 Female 66.00            0            No          Yes Self-employed
## 4680      0 Female 47.00            0            No          Yes       Private
## 4681      0 Female 78.00            0            No          Yes Self-employed
## 4682      0 Female 65.00            0            No          Yes Self-employed
## 4683      0   Male 78.00            0            No          Yes       Private
## 4684      0 Female 68.00            0            No          Yes Self-employed
## 4685      0 Female 78.00            1           Yes          Yes       Private
## 4686      0 Female 65.00            0            No          Yes       Private
## 4687      0 Female 70.00            0            No          Yes Self-employed
## 4688      0 Female 59.00            0            No          Yes Self-employed
## 4689      0   Male 31.00            0            No           No Self-employed
## 4690      0 Female 32.00            0            No          Yes       Private
## 4691      0   Male  5.00            0            No           No      children
## 4692      0   Male 55.00            0            No          Yes Self-employed
## 4693      0 Female 61.00            0            No          Yes       Private
## 4694      0 Female 48.00            0            No          Yes       Private
## 4695      0 Female  1.16            0            No           No      children
## 4696      0 Female 50.00            0            No          Yes      Govt_job
## 4697      0   Male 63.00            1            No          Yes       Private
## 4698      0   Male 67.00            0            No          Yes       Private
## 4699      0 Female 43.00            0            No          Yes Self-employed
## 4700      0   Male 59.00            0            No          Yes       Private
## 4701      0   Male 47.00            0            No          Yes       Private
## 4702      0   Male 50.00            0            No          Yes       Private
## 4703      0   Male 51.00            0           Yes          Yes Self-employed
## 4704      0   Male 44.00            0           Yes           No      Govt_job
## 4705      0 Female 39.00            0            No           No       Private
## 4706      0 Female 24.00            0            No           No       Private
## 4707      0   Male 62.00            0            No           No      Govt_job
## 4708      0 Female 61.00            0            No          Yes       Private
## 4709      0 Female 78.00            0            No          Yes Self-employed
## 4710      0   Male 15.00            0            No           No       Private
## 4711      0 Female 23.00            0            No           No       Private
## 4712      0   Male 79.00            0            No          Yes Self-employed
## 4713      0   Male 57.00            0            No          Yes       Private
## 4714      0 Female 70.00            0           Yes          Yes Self-employed
## 4715      0   Male  9.00            0            No           No      children
## 4716      0   Male 55.00            0            No          Yes       Private
## 4717      0 Female 82.00            0            No           No       Private
## 4718      0 Female 19.00            0            No           No       Private
## 4719      0   Male 41.00            0            No          Yes       Private
## 4720      0 Female 79.00            0            No          Yes      Govt_job
## 4721      0 Female 23.00            0            No           No       Private
## 4722      0 Female 77.00            0            No          Yes       Private
## 4723      0 Female 78.00            1            No          Yes Self-employed
## 4724      0 Female 24.00            0            No          Yes Self-employed
## 4725      0 Female 81.00            1            No          Yes Self-employed
## 4726      0 Female 46.00            0            No          Yes       Private
## 4727      0 Female 29.00            0            No           No       Private
## 4728      0 Female 59.00            0            No          Yes      Govt_job
## 4729      0   Male 41.00            0            No          Yes Self-employed
## 4730      0 Female 17.00            0            No           No       Private
## 4731      0 Female  8.00            0            No           No      children
## 4732      0 Female 23.00            0            No           No       Private
## 4733      0 Female 45.00            0            No          Yes       Private
## 4734      0   Male 67.00            0            No          Yes       Private
## 4735      0 Female 78.00            0            No          Yes Self-employed
## 4736      0   Male 18.00            0            No           No       Private
## 4737      0 Female 35.00            0            No          Yes       Private
## 4738      0 Female 54.00            0            No          Yes      Govt_job
## 4739      0 Female 71.00            1            No          Yes      Govt_job
## 4740      0 Female 24.00            0            No           No       Private
## 4741      0   Male 60.00            0            No          Yes       Private
## 4742      0   Male 75.00            0            No          Yes       Private
## 4743      0   Male 48.00            0            No          Yes       Private
## 4744      0   Male 62.00            0            No          Yes      Govt_job
## 4745      0 Female 20.00            0            No           No       Private
## 4746      0   Male 69.00            1            No           No       Private
## 4747      0 Female 60.00            0            No          Yes      Govt_job
## 4748      0 Female 12.00            0            No           No      children
## 4749      0 Female 28.00            0            No          Yes      Govt_job
## 4750      0 Female 55.00            0            No          Yes       Private
## 4751      0 Female 70.00            0           Yes          Yes Self-employed
## 4752      0 Female 51.00            0            No           No       Private
## 4753      0 Female 16.00            0            No           No       Private
## 4754      0   Male 56.00            0            No           No Self-employed
## 4755      0   Male 52.00            0            No          Yes       Private
## 4756      0 Female 59.00            0            No          Yes       Private
## 4757      0 Female  9.00            0            No           No      children
## 4758      0 Female 34.00            0            No          Yes       Private
## 4759      0 Female 47.00            0            No          Yes Self-employed
## 4760      0   Male 46.00            0            No          Yes       Private
## 4761      0   Male 49.00            0            No          Yes       Private
## 4762      0   Male 10.00            0            No           No      children
## 4763      0 Female 76.00            1            No          Yes Self-employed
## 4764      0   Male 82.00            0            No          Yes       Private
## 4765      0 Female  3.00            0            No           No      children
## 4766      0 Female 76.00            1            No          Yes      Govt_job
## 4767      0   Male 16.00            0            No           No      Govt_job
## 4768      0 Female 44.00            0            No          Yes      Govt_job
## 4769      0 Female 17.00            0            No           No       Private
## 4770      0 Female 73.00            0            No          Yes Self-employed
## 4771      0   Male 31.00            0            No          Yes       Private
## 4772      0   Male 17.00            0            No           No Self-employed
## 4773      0 Female 18.00            0            No           No  Never_worked
## 4774      0   Male 73.00            0            No          Yes       Private
## 4775      0 Female  8.00            0            No           No      children
## 4776      0   Male 42.00            0            No          Yes      Govt_job
## 4777      0 Female 40.00            0            No          Yes       Private
## 4778      0   Male 79.00            0            No          Yes       Private
## 4779      0   Male 53.00            0            No          Yes Self-employed
## 4780      0 Female 58.00            0            No          Yes Self-employed
## 4781      0 Female 48.00            0            No          Yes       Private
## 4782      0 Female 17.00            0            No           No       Private
## 4783      0 Female 23.00            0            No           No       Private
## 4784      0   Male  9.00            0            No           No      children
## 4785      0 Female 81.00            1           Yes          Yes       Private
## 4786      0 Female 16.00            0            No           No  Never_worked
## 4787      0   Male 21.00            0            No           No       Private
## 4788      0   Male 29.00            0            No           No Self-employed
## 4789      0   Male  8.00            0            No           No      children
## 4790      0 Female 39.00            0            No          Yes       Private
## 4791      0   Male 37.00            0            No          Yes       Private
## 4792      0 Female 64.00            0            No          Yes       Private
## 4793      0   Male  9.00            0            No           No      children
## 4794      0   Male 17.00            0            No           No       Private
## 4795      0   Male  8.00            0            No           No      children
## 4796      0   Male 62.00            0            No          Yes Self-employed
## 4797      0   Male 73.00            1            No           No      Govt_job
## 4798      0   Male 48.00            0            No          Yes      Govt_job
## 4799      0   Male 17.00            0            No           No       Private
## 4800      0 Female 10.00            0            No           No      children
## 4801      0 Female 74.00            0            No          Yes      Govt_job
## 4802      0   Male 62.00            0            No          Yes       Private
## 4803      0   Male  5.00            0            No           No      children
## 4804      0 Female 43.00            0            No          Yes       Private
## 4805      0 Female 39.00            0            No           No       Private
## 4806      0 Female 37.00            0            No          Yes Self-employed
## 4807      0   Male 15.00            0            No           No       Private
## 4808      0 Female 36.00            0            No           No Self-employed
## 4809      0   Male 34.00            0            No          Yes       Private
## 4810      0   Male 75.00            1            No          Yes       Private
## 4811      0   Male 53.00            0            No          Yes       Private
## 4812      0 Female 61.00            0            No          Yes Self-employed
## 4813      0 Female 45.00            0            No          Yes       Private
## 4814      0 Female 17.00            0            No           No       Private
## 4815      0 Female 17.00            0            No           No       Private
## 4816      0 Female 19.00            0            No           No       Private
## 4817      0 Female 54.00            1            No           No      Govt_job
## 4818      0 Female 51.00            0            No          Yes Self-employed
## 4819      0 Female 44.00            0            No          Yes       Private
## 4820      0 Female 82.00            0            No          Yes Self-employed
## 4821      0 Female 49.00            0            No          Yes Self-employed
## 4822      0 Female 34.00            0            No          Yes Self-employed
## 4823      0 Female 63.00            1            No          Yes       Private
## 4824      0 Female 79.00            0            No          Yes       Private
## 4825      0 Female 81.00            0            No          Yes       Private
## 4826      0 Female 14.00            0            No           No      children
## 4827      0 Female 31.00            0            No           No       Private
## 4828      0   Male 57.00            0            No          Yes       Private
## 4829      0   Male 32.00            0            No          Yes      Govt_job
## 4830      0   Male 66.00            0            No          Yes       Private
## 4831      0 Female 22.00            0            No           No       Private
## 4832      0 Female  1.32            0            No           No      children
## 4833      0 Female 20.00            0            No           No       Private
## 4834      0 Female 41.00            0            No          Yes       Private
## 4835      0 Female 48.00            0            No          Yes       Private
## 4836      0   Male 49.00            1            No          Yes Self-employed
## 4837      0   Male 73.00            0            No          Yes      Govt_job
## 4838      0   Male 19.00            0            No           No       Private
## 4839      0 Female 51.00            0            No          Yes       Private
## 4840      0   Male  1.08            0            No           No      children
## 4841      0 Female 31.00            0            No           No       Private
## 4842      0   Male  4.00            0            No           No      children
## 4843      0   Male  1.80            0            No           No      children
## 4844      0   Male 44.00            0            No          Yes       Private
## 4845      0 Female  4.00            0            No           No      children
## 4846      0   Male 55.00            0            No          Yes       Private
## 4847      0 Female 34.00            0            No          Yes       Private
## 4848      0 Female 30.00            0            No          Yes       Private
## 4849      0 Female  7.00            0            No           No      children
## 4850      0   Male 75.00            0            No          Yes      Govt_job
## 4851      0   Male 14.00            0            No           No      children
## 4852      0 Female 61.00            0            No          Yes       Private
## 4853      0 Female 55.00            0            No          Yes      Govt_job
## 4854      0 Female 14.00            0            No           No      children
## 4855      0 Female 36.00            0            No           No       Private
## 4856      0 Female 57.00            1           Yes          Yes       Private
## 4857      0 Female 20.00            0            No           No       Private
## 4858      0   Male 32.00            0            No          Yes       Private
## 4859      0 Female 43.00            0            No          Yes       Private
## 4860      0   Male 43.00            0            No          Yes       Private
## 4861      0 Female  1.08            0            No           No      children
## 4862      0 Female 49.00            0            No          Yes       Private
## 4863      0 Female 53.00            0            No          Yes       Private
## 4864      0 Female 18.00            0            No           No       Private
## 4865      0 Female 13.00            0            No           No      children
## 4866      0   Male  5.00            0            No           No      children
## 4867      0 Female 37.00            0            No          Yes       Private
## 4868      0   Male 49.00            0            No          Yes Self-employed
## 4869      0 Female 45.00            0            No           No      Govt_job
## 4870      0 Female 50.00            0           Yes          Yes       Private
## 4871      0 Female 12.00            0            No           No      children
## 4872      0   Male 12.00            0            No           No      children
## 4873      0 Female  5.00            0            No           No      children
## 4874      0   Male 39.00            0            No          Yes       Private
## 4875      0 Female 41.00            0            No          Yes       Private
## 4876      0 Female 41.00            0            No          Yes       Private
## 4877      0 Female 47.00            0            No          Yes       Private
## 4878      0 Female 57.00            0            No          Yes       Private
## 4879      0   Male 16.00            0            No           No      children
## 4880      0   Male  3.00            0            No           No      children
## 4881      0 Female 65.00            0            No          Yes Self-employed
## 4882      0 Female 80.00            0            No           No Self-employed
## 4883      0 Female 58.00            0            No          Yes       Private
## 4884      0 Female 74.00            0            No          Yes       Private
## 4885      0 Female 62.00            0            No          Yes      Govt_job
## 4886      0   Male 33.00            0            No          Yes       Private
## 4887      0 Female 21.00            0            No           No       Private
## 4888      0 Female 17.00            0            No           No       Private
## 4889      0 Female 49.00            0            No          Yes       Private
## 4890      0 Female 24.00            0            No          Yes      Govt_job
## 4891      0 Female 56.00            0            No          Yes       Private
## 4892      0 Female 26.00            0            No          Yes      Govt_job
## 4893      0   Male 54.00            1            No          Yes Self-employed
## 4894      0 Female 42.00            0            No           No       Private
## 4895      0 Female 34.00            0            No           No      Govt_job
## 4896      0 Female 56.00            1            No          Yes       Private
## 4897      0 Female 39.00            0            No          Yes       Private
## 4898      0 Female 77.00            0            No          Yes Self-employed
## 4899      0 Female 12.00            0            No           No      children
## 4900      0   Male 65.00            0            No          Yes       Private
## 4901      0   Male  7.00            0            No           No      children
## 4902      0   Male 25.00            0            No           No       Private
## 4903      0 Female 31.00            0            No          Yes       Private
## 4904      0 Female 14.00            0            No           No       Private
## 4905      0 Female  5.00            0            No           No      children
## 4906      0 Female 60.00            0            No          Yes       Private
## 4907      0 Female 53.00            0            No          Yes       Private
## 4908      0   Male 55.00            0            No          Yes       Private
## 4909      0 Female 69.00            0            No          Yes Self-employed
## 4910      0 Female 39.00            0            No          Yes       Private
## 4911      0 Female  0.32            0            No           No      children
## 4912      0 Female 34.00            0            No           No       Private
## 4913      0 Female 80.00            0            No          Yes       Private
## 4914      0   Male 20.00            0            No           No       Private
## 4915      0 Female 45.00            0            No          Yes      Govt_job
## 4916      0 Female 41.00            0            No           No      Govt_job
## 4917      0   Male 54.00            0            No          Yes      Govt_job
## 4918      0   Male 23.00            0            No           No       Private
## 4919      0   Male 75.00            0            No          Yes      Govt_job
## 4920      0   Male 36.00            0            No          Yes       Private
## 4921      0 Female 75.00            0            No          Yes       Private
## 4922      0   Male 72.00            0           Yes          Yes       Private
## 4923      0 Female 47.00            0            No          Yes      Govt_job
## 4924      0 Female 15.00            0            No           No       Private
## 4925      0   Male 40.00            1            No          Yes Self-employed
## 4926      0 Female 71.00            0            No          Yes Self-employed
## 4927      0   Male 38.00            0            No          Yes       Private
## 4928      0 Female 10.00            0            No           No      children
## 4929      0   Male 11.00            0            No           No      children
## 4930      0   Male  0.72            0            No           No      children
## 4931      0   Male  9.00            0            No           No      children
## 4932      0 Female 53.00            1            No          Yes      Govt_job
## 4933      0   Male 28.00            1            No           No       Private
## 4934      0 Female 81.00            0            No          Yes       Private
## 4935      0   Male  1.32            0            No           No      children
## 4936      0   Male 16.00            0            No           No       Private
## 4937      0   Male 24.00            0            No           No       Private
## 4938      0 Female 62.00            1            No          Yes Self-employed
## 4939      0 Female 62.00            0            No          Yes       Private
## 4940      0 Female 59.00            0            No          Yes       Private
## 4941      0 Female 19.00            0            No           No       Private
## 4942      0 Female 51.00            1            No          Yes Self-employed
## 4943      0   Male 38.00            0            No          Yes       Private
## 4944      0 Female 26.00            0            No           No       Private
## 4945      0   Male 13.00            0            No           No      children
## 4946      0   Male  4.00            0            No           No      children
## 4947      0   Male 55.00            0            No          Yes Self-employed
## 4948      0 Female 44.00            0            No          Yes       Private
## 4949      0 Female 31.00            0            No          Yes       Private
## 4950      0   Male 58.00            0            No          Yes      Govt_job
## 4951      0 Female 17.00            0            No           No       Private
## 4952      0 Female 23.00            0            No           No       Private
## 4953      0   Male 51.00            1            No          Yes Self-employed
## 4954      0 Female 46.00            0            No          Yes       Private
## 4955      0 Female 81.00            0            No           No Self-employed
## 4956      0   Male 38.00            0            No          Yes       Private
## 4957      0 Female 50.00            0            No          Yes       Private
## 4958      0 Female 34.00            0            No           No       Private
## 4959      0   Male 60.00            0            No          Yes       Private
## 4960      0 Female 50.00            0            No          Yes Self-employed
## 4961      0 Female 49.00            0            No          Yes       Private
## 4962      0 Female  2.00            0            No           No      children
## 4963      0   Male 47.00            0            No          Yes       Private
## 4964      0 Female 34.00            0            No          Yes       Private
## 4965      0 Female 22.00            0            No           No       Private
## 4966      0 Female 11.00            0            No           No      children
## 4967      0   Male 54.00            0            No          Yes       Private
## 4968      0 Female 60.00            0            No          Yes       Private
## 4969      0   Male  3.00            0            No           No      children
## 4970      0 Female 46.00            0            No          Yes      Govt_job
## 4971      0   Male 30.00            0            No           No       Private
## 4972      0 Female 63.00            0            No          Yes       Private
## 4973      0 Female 50.00            0            No          Yes       Private
## 4974      0   Male 65.00            0            No          Yes       Private
## 4975      0   Male 78.00            0            No          Yes       Private
## 4976      0 Female 36.00            0            No          Yes       Private
## 4977      0 Female 18.00            0            No           No       Private
## 4978      0 Female 44.00            0            No           No       Private
## 4979      0 Female  4.00            0            No           No      children
## 4980      0 Female 60.00            0            No           No       Private
## 4981      0 Female 19.00            0            No           No       Private
## 4982      0   Male 15.00            0            No           No       Private
## 4983      0   Male 20.00            0            No           No       Private
## 4984      0   Male 76.00            1            No          Yes       Private
## 4985      0   Male 31.00            0            No           No       Private
## 4986      0 Female 39.00            0            No          Yes      Govt_job
## 4987      0   Male 58.00            0           Yes          Yes       Private
## 4988      0   Male 64.00            1            No          Yes       Private
## 4989      0 Female 79.00            0            No          Yes      Govt_job
## 4990      0 Female 11.00            0            No           No      children
## 4991      0   Male  4.00            0            No           No      children
## 4992      0 Female 43.00            0            No          Yes       Private
## 4993      0 Female 44.00            0            No          Yes       Private
## 4994      0 Female 37.00            0            No          Yes      Govt_job
## 4995      0 Female 34.00            0            No          Yes Self-employed
## 4996      0 Female 59.00            0            No          Yes       Private
## 4997      0 Female 40.00            0            No          Yes       Private
## 4998      0 Female  8.00            0            No           No      children
## 4999      0 Female 24.00            0            No          Yes       Private
## 5000      0   Male 18.00            0            No           No       Private
## 5001      0   Male 20.00            0            No           No       Private
## 5002      0 Female 70.00            0            No          Yes       Private
## 5003      0 Female 68.00            0            No          Yes      Govt_job
## 5004      0   Male 17.00            0            No           No       Private
## 5005      0 Female 17.00            0            No           No       Private
## 5006      0 Female 21.00            0            No           No       Private
## 5007      0 Female 38.00            0            No          Yes       Private
## 5008      0 Female 59.00            0            No          Yes      Govt_job
## 5009      0 Female 79.00            0           Yes          Yes       Private
## 5010      0 Female 50.00            0            No          Yes Self-employed
## 5011      0 Female 72.00            0            No          Yes Self-employed
## 5012      0 Female 54.00            0            No          Yes       Private
## 5013      0 Female 44.00            0            No          Yes       Private
## 5014      0 Female 48.00            0            No          Yes       Private
## 5015      0   Male 29.00            0            No           No       Private
## 5016      0 Female 44.00            0            No          Yes      Govt_job
## 5017      0 Female 61.00            0            No          Yes Self-employed
## 5018      0 Female 58.00            0            No          Yes      Govt_job
## 5019      0 Female 81.00            0            No          Yes Self-employed
## 5020      0   Male 29.00            0            No          Yes       Private
## 5021      0   Male  5.00            0            No           No      children
## 5022      0 Female 35.00            0            No          Yes       Private
## 5023      0 Female 40.00            0            No           No       Private
## 5024      0 Female 37.00            0            No           No       Private
## 5025      0   Male 33.00            0            No          Yes       Private
## 5026      0 Female 35.00            0            No          Yes       Private
## 5027      0 Female 38.00            0            No           No      Govt_job
## 5028      0 Female 26.00            0            No          Yes       Private
## 5029      0   Male 10.00            0            No           No      children
## 5030      0 Female 72.00            0            No          Yes       Private
## 5031      0   Male 21.00            0            No          Yes       Private
## 5032      0 Female 20.00            0            No           No       Private
## 5033      0 Female  1.24            0            No           No      children
## 5034      0 Female 26.00            0            No           No       Private
## 5035      0 Female 79.00            0            No           No       Private
## 5036      0 Female 78.00            0            No          Yes       Private
## 5037      0   Male 56.00            0            No          Yes Self-employed
## 5038      0 Female 46.00            0            No           No Self-employed
## 5039      0   Male 55.00            0            No          Yes      Govt_job
## 5040      0   Male 41.00            0            No           No       Private
## 5041      0   Male 30.00            0            No          Yes       Private
## 5042      0   Male 53.00            0            No          Yes       Private
## 5043      0   Male 32.00            0            No           No       Private
## 5044      0   Male 38.00            0            No           No       Private
## 5045      0   Male 33.00            0            No          Yes      Govt_job
## 5046      0 Female 44.00            0            No          Yes       Private
## 5047      0   Male 44.00            0            No          Yes       Private
## 5048      0 Female 51.00            0            No          Yes      Govt_job
## 5049      0   Male 40.00            0            No          Yes       Private
## 5050      0 Female 41.00            0            No          Yes       Private
## 5051      0   Male  5.00            0            No           No      children
## 5052      0 Female 42.00            0            No          Yes       Private
## 5053      0 Female  6.00            0            No           No      children
## 5054      0 Female 46.00            0            No          Yes      Govt_job
## 5055      0 Female 47.00            0            No          Yes       Private
## 5056      0 Female 25.00            0            No           No       Private
## 5057      0 Female 40.00            0            No          Yes       Private
## 5058      0 Female 49.00            0            No          Yes      Govt_job
## 5059      0   Male 21.00            0            No           No       Private
## 5060      0 Female 61.00            0            No          Yes      Govt_job
## 5061      0   Male 78.00            0            No          Yes       Private
## 5062      0   Male 41.00            0            No          Yes       Private
## 5063      0 Female 82.00            0            No          Yes Self-employed
## 5064      0   Male 39.00            0            No          Yes       Private
## 5065      0   Male 70.00            0            No          Yes Self-employed
## 5066      0 Female 31.00            0            No          Yes       Private
## 5067      0 Female 37.00            0            No           No       Private
## 5068      0   Male 21.00            0            No           No       Private
## 5069      0   Male 80.00            0            No          Yes Self-employed
## 5070      0 Female 21.00            0            No           No       Private
## 5071      0 Female  5.00            0            No           No      children
## 5072      0   Male 81.00            0            No          Yes       Private
## 5073      0 Female 35.00            0            No          Yes       Private
## 5074      0 Female 24.00            0            No           No       Private
## 5075      0 Female 52.00            0            No          Yes      Govt_job
## 5076      0   Male 70.00            0            No          Yes       Private
## 5077      0 Female 34.00            0            No          Yes       Private
## 5078      0   Male 17.00            0            No           No       Private
## 5079      0 Female  8.00            0            No           No      children
## 5080      0   Male  1.72            0            No           No      children
## 5081      0 Female 29.00            0            No          Yes Self-employed
## 5082      0   Male 55.00            0            No          Yes      Govt_job
## 5083      0 Female 44.00            0            No          Yes       Private
## 5084      0 Female 19.00            0            No           No       Private
## 5085      0   Male 67.00            0            No          Yes       Private
## 5086      0 Female 72.00            0            No          Yes       Private
## 5087      0 Female 51.00            0            No          Yes       Private
## 5088      0 Female 63.00            0            No          Yes Self-employed
## 5089      0 Female 64.00            1            No          Yes Self-employed
## 5090      0 Female  0.72            0            No           No      children
## 5091      0   Male 26.00            0            No           No      Govt_job
## 5092      0   Male 59.00            1            No          Yes       Private
## 5093      0   Male 76.00            0            No          Yes      Govt_job
## 5094      0 Female 45.00            1            No          Yes      Govt_job
## 5095      0   Male 13.00            0            No           No      children
## 5096      0   Male  1.08            0            No           No      children
## 5097      0   Male 57.00            0            No          Yes      Govt_job
## 5098      0   Male 68.00            0            No          Yes Self-employed
## 5099      0   Male  9.00            0            No           No      children
## 5100      0   Male 40.00            0            No          Yes       Private
## 5101      0   Male 82.00            1            No          Yes Self-employed
## 5102      0 Female 45.00            0            No          Yes       Private
## 5103      0 Female 57.00            0            No          Yes       Private
## 5104      0 Female 18.00            0            No           No       Private
## 5105      0 Female 13.00            0            No           No      children
## 5106      0 Female 80.00            1            No          Yes       Private
## 5107      0 Female 81.00            0            No          Yes Self-employed
## 5108      0 Female 35.00            0            No          Yes Self-employed
## 5109      0   Male 51.00            0            No          Yes       Private
## 5110      0 Female 44.00            0            No          Yes      Govt_job
##      Residence_type avg_glucose_level  smoking_status   BMI probability
## 1             Urban            228.69 formerly smoked 27.17           0
## 2             Rural            202.21    never smoked 24.00           0
## 3             Rural            105.92    never smoked 23.00           0
## 4             Urban            171.23          smokes 25.00           0
## 5             Rural            174.12    never smoked 25.00           0
## 6             Urban            186.21 formerly smoked 27.00           0
## 7             Rural             70.09    never smoked 24.00           0
## 8             Urban             94.39    never smoked 25.00           0
## 9             Rural             76.15         Unknown 28.00           0
## 10            Urban             58.57         Unknown 27.00           0
## 11            Rural             80.43    never smoked 25.00           0
## 13            Urban            104.51          smokes 24.00           0
## 14            Urban            219.84         Unknown 28.00           0
## 15            Urban            214.09    never smoked 26.00           0
## 16            Rural            167.41    never smoked 28.00           0
## 17            Urban            191.61          smokes 24.00           0
## 18            Urban            221.29          smokes 23.00           0
## 19            Urban             89.22    never smoked 28.00           0
## 21            Rural            193.94          smokes 28.00           0
## 23            Urban            228.70    never smoked 23.00           0
## 24            Rural            208.30         Unknown 26.00           0
## 25            Urban            102.87 formerly smoked 24.00           0
## 26            Rural            104.12    never smoked 23.00           0
## 27            Rural            100.98 formerly smoked 23.00           0
## 28            Rural            189.84         Unknown 28.00           0
## 29            Urban            195.23          smokes 23.09           0
## 30            Rural            211.78 formerly smoked 24.00           0
## 32            Rural             83.41         Unknown 24.00           0
## 33            Urban            196.92    never smoked 27.00           0
## 34            Urban            252.72 formerly smoked 27.00           0
## 36            Rural             84.03 formerly smoked 27.00           0
## 37            Rural            219.72 formerly smoked 27.00           0
## 38            Rural             74.63 formerly smoked 24.00           0
## 40            Urban             60.91    never smoked 23.00           0
## 41            Rural             78.03 formerly smoked 24.00           0
## 42            Urban             71.22    never smoked 24.00           0
## 43            Urban            144.90          smokes 26.00           0
## 44            Urban             90.90 formerly smoked 24.00           0
## 45            Urban            213.03          smokes 27.00           0
## 46            Rural            243.58    never smoked 28.00           0
## 48            Urban            107.26 formerly smoked 27.00           0
## 49            Urban             99.33    never smoked 28.00           0
## 51            Urban             89.96         Unknown 25.00           0
## 52            Urban             75.32 formerly smoked 24.00           0
## 53            Rural            127.29    never smoked 23.00           0
## 54            Urban            124.13    never smoked 25.00           0
## 55            Urban            197.54    never smoked 25.00           0
## 56            Rural            196.71 formerly smoked 28.00           0
## 57            Rural             59.32    never smoked 25.00           0
## 58            Urban            237.75 formerly smoked 27.00           0
## 59            Urban            194.99    never smoked 28.00           0
## 60            Urban            180.93    never smoked 24.00           0
## 61            Urban            185.17 formerly smoked 28.00           0
## 62            Rural             74.90    never smoked 27.00           0
## 63            Rural             61.94          smokes 23.00           0
## 64            Rural             93.72 formerly smoked 24.00           0
## 65            Urban            104.72         Unknown 23.00           0
## 66            Urban            113.01    never smoked 23.00           0
## 67            Urban            221.58    never smoked 24.00           0
## 68            Urban            104.47         Unknown 27.00           0
## 69            Urban             86.23 formerly smoked 27.00           0
## 70            Rural             72.67    never smoked 24.00           0
## 71            Rural             62.57 formerly smoked 25.00           0
## 72            Rural            179.12 formerly smoked 26.00           0
## 73            Rural            116.55 formerly smoked 26.00           0
## 74            Rural            228.56    never smoked 28.00           0
## 75            Rural             96.59    never smoked 23.00           0
## 76            Rural             66.72 formerly smoked 23.00           0
## 77            Urban            240.09    never smoked 27.00           0
## 78            Urban            110.85 formerly smoked 27.00           0
## 79            Urban            165.31    never smoked 23.00           0
## 81            Rural             96.16         Unknown 24.00           0
## 82            Urban            101.45         Unknown 26.00           0
## 83            Rural             88.92    never smoked 25.00           0
## 84            Urban             79.79    never smoked 23.00           0
## 85            Urban             71.20         Unknown 27.00           0
## 86            Rural             96.97          smokes 26.00           0
## 87            Rural            111.81          smokes 23.00           0
## 88            Rural             59.35 formerly smoked 24.00           0
## 89            Urban             86.94 formerly smoked 26.00           0
## 90            Urban             98.55         Unknown 26.00           0
## 91            Urban            226.98    never smoked 27.00           0
## 92            Urban             72.81    never smoked 24.00           0
## 93            Urban             68.02    never smoked 25.00           0
## 94            Urban             68.56         Unknown 25.00           0
## 95            Rural             64.14    never smoked 25.00           0
## 96            Rural            235.63    never smoked 28.00           0
## 97            Rural             76.34 formerly smoked 23.00           0
## 98            Rural            240.59          smokes 26.00           0
## 100           Urban             82.81    never smoked 23.00           0
## 102           Rural            190.32    never smoked 27.57           0
## 103           Rural            231.61 formerly smoked 24.00           0
## 104           Rural             78.70         Unknown 28.00           0
## 105           Urban            110.52         Unknown 28.00           0
## 106           Urban             82.30          smokes 25.00           0
## 107           Rural             73.18 formerly smoked 24.00           0
## 108           Rural            191.82          smokes 25.00           0
## 109           Rural             93.05    never smoked 26.00           0
## 110           Urban             64.17    never smoked 25.00           0
## 111           Rural            129.98 formerly smoked 25.00           0
## 112           Urban             68.53          smokes 23.00           0
## 113           Urban            106.41 formerly smoked 25.00           0
## 114           Rural            224.10    never smoked 25.00           0
## 117           Rural             76.11          smokes 25.00           0
## 118           Urban             72.96          smokes 27.00           0
## 120           Urban            105.22    never smoked 25.00           0
## 121           Rural             59.86 formerly smoked 28.00           0
## 122           Urban             62.55         Unknown 28.00           0
## 123           Rural            259.63          smokes 26.00           0
## 124           Rural            249.31    never smoked 28.00           0
## 125           Urban            219.91         Unknown 28.00           0
## 126           Urban            131.41    never smoked 26.00           0
## 127           Urban             93.13 formerly smoked 28.00           0
## 128           Urban             73.54         Unknown 25.00           0
## 129           Urban            200.59 formerly smoked 23.00           0
## 130           Urban             62.48         Unknown 24.00           0
## 131           Rural            190.14    never smoked 28.00           0
## 132           Urban            130.54    never smoked 25.00           0
## 133           Rural            182.99    never smoked 26.00           0
## 134           Rural            101.45 formerly smoked 24.00           0
## 135           Rural            206.09    never smoked 23.00           0
## 136           Urban            263.32    never smoked 23.85           0
## 137           Urban            140.10 formerly smoked 28.00           0
## 138           Urban            207.28         Unknown 27.00           0
## 139           Rural            194.37 formerly smoked 26.00           0
## 140           Rural            199.20         Unknown 25.00           0
## 141           Rural            103.68    never smoked 23.28           0
## 142           Rural            116.44          smokes 27.00           0
## 143           Urban             70.28    never smoked 23.00           0
## 145           Urban            221.79    never smoked 25.00           0
## 146           Urban            151.16 formerly smoked 23.00           0
## 147           Urban             68.43 formerly smoked 23.00           0
## 148           Urban             67.29    never smoked 23.00           0
## 149           Rural             67.41    never smoked 27.00           0
## 150           Rural            239.07    never smoked 23.00           0
## 151           Rural            169.67         Unknown 23.00           0
## 152           Urban            223.83 formerly smoked 28.00           0
## 153           Urban             76.57    never smoked 25.00           0
## 154           Urban             77.82          smokes 27.00           0
## 155           Rural             92.98    never smoked 23.00           0
## 156           Rural            231.56    never smoked 26.00           0
## 157           Rural            102.16          smokes 24.00           0
## 158           Urban            221.89          smokes 26.00           0
## 159           Urban            195.71 formerly smoked 24.00           0
## 160           Rural             74.02    never smoked 27.00           0
## 161           Urban             57.92 formerly smoked 24.00           0
## 162           Urban             81.76          smokes 25.00           0
## 164           Urban            203.87    never smoked 23.00           0
## 165           Urban             89.13 formerly smoked 26.00           0
## 166           Urban            133.19 formerly smoked 24.00           0
## 167           Rural            162.23         Unknown 24.00           0
## 168           Rural             75.02    never smoked 24.00           0
## 169           Urban             98.02 formerly smoked 26.00           0
## 170           Rural             91.54    never smoked 25.00           0
## 171           Rural            111.98 formerly smoked 25.00           0
## 172           Rural             60.94    never smoked 23.00           0
## 173           Urban             97.43          smokes 23.00           0
## 174           Rural             91.02 formerly smoked 25.00           0
## 175           Rural             60.67 formerly smoked 26.84           0
## 176           Rural            185.49    never smoked 26.00           0
## 177           Urban             64.44    never smoked 23.00           0
## 178           Rural             56.11 formerly smoked 23.00           0
## 179           Urban            110.66         Unknown 25.00           0
## 180           Urban            213.22         Unknown 23.00           0
## 181           Urban             78.18    never smoked 28.00           0
## 182           Urban            111.04 formerly smoked 25.00           0
## 183           Rural             76.13          smokes 27.00           0
## 184           Urban             81.32         Unknown 28.00           0
## 185           Urban            112.24          smokes 23.00           0
## 186           Rural            137.30 formerly smoked 26.00           0
## 187           Urban            116.69 formerly smoked 25.00           0
## 188           Urban            215.94 formerly smoked 25.00           0
## 189           Rural             86.62 formerly smoked 25.00           0
## 190           Urban            209.86         Unknown 25.00           0
## 191           Urban            205.77 formerly smoked 27.00           0
## 192           Urban            112.16 formerly smoked 27.00           0
## 193           Rural            118.03          smokes 23.00           0
## 194           Rural            271.74          smokes 25.00           0
## 195           Rural             97.92          smokes 26.00           0
## 196           Urban            200.62 formerly smoked 25.00           0
## 197           Rural            242.52 formerly smoked 26.00           0
## 198           Rural             93.81         Unknown 24.83           0
## 199           Rural            114.77 formerly smoked 23.00           0
## 200           Urban             74.96    never smoked 24.00           0
## 201           Urban            167.13         Unknown 25.00           0
## 202           Urban            175.29 formerly smoked 27.00           0
## 203           Rural             90.00    never smoked 28.00           0
## 204           Rural            109.47    never smoked 24.00           0
## 205           Rural             87.85          smokes 25.00           0
## 206           Urban            106.74 formerly smoked 24.00           0
## 207           Rural             80.13    never smoked 26.00           0
## 208           Urban             90.19    never smoked 23.00           0
## 209           Rural            134.80         Unknown 26.00           0
## 210           Rural            106.58         Unknown 26.00           0
## 211           Urban             83.24    never smoked 25.00           0
## 212           Rural            103.43 formerly smoked 27.00           0
## 213           Urban            208.65    never smoked 28.00           0
## 214           Urban             74.11    never smoked 23.00           0
## 215           Urban             95.84    never smoked 28.00           0
## 216           Urban            205.33          smokes 23.00           0
## 217           Urban            116.10    never smoked 25.00           0
## 218           Urban            210.40          smokes 26.00           0
## 219           Urban            199.86          smokes 28.00           0
## 220           Rural            219.73    never smoked 26.00           0
## 221           Urban            250.89          smokes 26.00           1
## 222           Rural             72.73    never smoked 26.00           0
## 223           Rural            205.35 formerly smoked 25.00           0
## 226           Urban            216.58         Unknown 24.00           0
## 227           Rural            184.40    never smoked 24.00           0
## 228           Rural             60.98    never smoked 24.00           0
## 230           Urban             66.03    never smoked 23.00           0
## 231           Rural             81.95    never smoked 27.68           0
## 232           Urban             97.73          smokes 28.00           0
## 233           Urban             70.94    never smoked 25.00           0
## 234           Urban            199.84 formerly smoked 26.00           0
## 235           Urban            218.46         Unknown 28.00           0
## 236           Rural            211.06         Unknown 24.00           0
## 237           Urban             86.30         Unknown 27.00           0
## 238           Rural            162.14 formerly smoked 26.00           0
## 239           Urban             88.20    never smoked 26.00           0
## 240           Urban             91.92          smokes 23.00           0
## 241           Rural             76.46 formerly smoked 27.00           0
## 242           Rural            197.28 formerly smoked 25.00           0
## 243           Rural            233.94    never smoked 24.00           0
## 244           Urban            247.51 formerly smoked 23.00           0
## 245           Rural             84.96         Unknown 26.00           0
## 247           Rural             78.80 formerly smoked 27.00           0
## 248           Rural             87.80         Unknown 25.00           0
## 249           Rural             78.81         Unknown 25.00           0
## 250           Rural             95.12         Unknown 26.00           0
## 251           Urban             87.96    never smoked 24.00           0
## 252           Urban            110.89         Unknown 23.00           0
## 253           Rural             69.04 formerly smoked 26.00           0
## 254           Rural            161.28         Unknown 24.00           0
## 255           Urban            210.95         Unknown 23.00           0
## 256           Urban             77.59 formerly smoked 23.00           0
## 257           Rural            243.53    never smoked 23.00           0
## 258           Rural             77.67          smokes 28.00           0
## 259           Urban            205.84    never smoked 24.00           0
## 260           Urban             77.08         Unknown 27.00           0
## 261           Urban             57.08 formerly smoked 25.00           0
## 262           Rural            162.96    never smoked 25.00           0
## 263           Rural             73.50 formerly smoked 25.00           0
## 264           Rural             95.04    never smoked 28.00           0
## 265           Rural             85.37    never smoked 27.00           0
## 266           Urban             84.62          smokes 24.00           0
## 267           Rural             82.67    never smoked 25.00           0
## 268           Urban             57.33          smokes 25.00           0
## 269           Urban             67.84          smokes 25.00           0
## 270           Rural             75.70         Unknown 27.00           0
## 271           Rural            129.54          smokes 23.00           0
## 272           Rural             60.22          smokes 24.00           0
## 273           Urban            198.21 formerly smoked 24.00           0
## 274           Urban            109.82    never smoked 27.61           0
## 275           Urban             60.84    never smoked 27.00           0
## 276           Rural             94.61          smokes 27.00           0
## 277           Rural             97.49    never smoked 26.00           0
## 278           Rural            206.72    never smoked 23.00           0
## 279           Rural            214.45    never smoked 29.63           0
## 280           Urban             82.90         Unknown 28.00           0
## 281           Urban            103.26         Unknown 28.00           0
## 282           Urban             55.78          smokes 29.64           0
## 283           Urban             73.74         Unknown 23.00           0
## 284           Urban            149.75         Unknown 23.00           0
## 285           Urban             82.34         Unknown 23.00           0
## 286           Rural             62.60 formerly smoked 24.00           0
## 287           Urban             94.09    never smoked 26.00           0
## 288           Urban             55.42         Unknown 23.00           0
## 289           Urban             82.18         Unknown 25.00           0
## 290           Urban            117.92          smokes 26.00           0
## 291           Urban            114.84         Unknown 27.00           0
## 292           Rural             79.17         Unknown 24.00           0
## 293           Rural            110.63         Unknown 25.00           0
## 294           Urban            190.70 formerly smoked 27.00           0
## 295           Rural             79.81         Unknown 25.00           0
## 296           Urban            113.63          smokes 27.00           0
## 297           Rural            141.24    never smoked 21.51           0
## 298           Rural             56.96          smokes 23.00           0
## 299           Rural            203.04    never smoked 23.00           0
## 300           Rural             94.30         Unknown 23.00           0
## 301           Urban             81.51         Unknown 25.00           0
## 302           Urban            137.74 formerly smoked 24.00           0
## 303           Rural             81.84    never smoked 24.00           0
## 304           Rural            242.30          smokes 27.00           0
## 305           Rural            102.64          smokes 28.00           0
## 306           Urban            146.01          smokes 25.00           0
## 307           Urban             75.42         Unknown 28.00           0
## 308           Urban            220.49         Unknown 25.00           0
## 309           Urban             61.45          smokes 24.00           0
## 310           Rural             88.19 formerly smoked 28.00           0
## 311           Rural            115.22         Unknown 26.00           0
## 312           Urban             97.93         Unknown 27.00           0
## 313           Rural             85.60         Unknown 25.00           0
## 314           Rural             79.83          smokes 25.00           0
## 315           Urban            218.46    never smoked 23.00           0
## 316           Rural             62.20 formerly smoked 26.00           0
## 317           Urban             69.15 formerly smoked 23.00           0
## 318           Rural            127.71    never smoked 28.00           0
## 319           Rural            216.70 formerly smoked 26.00           0
## 320           Urban             71.89    never smoked 28.00           0
## 321           Rural            103.56         Unknown 26.00           0
## 322           Rural             79.03         Unknown 26.00           0
## 323           Urban             69.94         Unknown 23.00           0
## 324           Rural             90.12         Unknown 28.00           0
## 325           Urban             95.10 formerly smoked 25.00           0
## 326           Rural            234.58 formerly smoked 24.00           0
## 327           Rural            235.85    never smoked 25.00           0
## 328           Rural             78.05         Unknown 27.00           0
## 329           Rural             89.44          smokes 28.00           0
## 330           Rural            111.38          smokes 26.00           0
## 331           Urban            243.50    never smoked 26.00           0
## 332           Urban            182.20 formerly smoked 24.00           0
## 333           Urban            229.92          smokes 26.00           0
## 334           Urban             82.24 formerly smoked 25.00           0
## 335           Rural             89.84         Unknown 27.00           0
## 336           Rural             90.69         Unknown 23.00           0
## 337           Urban             84.38         Unknown 23.00           0
## 338           Urban            215.60    never smoked 24.00           0
## 339           Rural             91.61    never smoked 25.00           0
## 340           Rural            138.16    never smoked 28.00           0
## 341           Urban             75.23    never smoked 25.00           0
## 342           Rural             75.18 formerly smoked 26.00           0
## 343           Urban            106.23 formerly smoked 27.00           0
## 344           Urban            239.64 formerly smoked 24.00           0
## 345           Urban             58.95    never smoked 24.00           0
## 346           Urban             99.92    never smoked 25.00           0
## 347           Rural            116.23    never smoked 27.00           0
## 348           Urban            118.82 formerly smoked 25.00           0
## 349           Rural             66.30    never smoked 28.00           0
## 350           Urban            101.41          smokes 23.00           0
## 351           Urban            200.28 formerly smoked 27.00           0
## 352           Urban            136.80    never smoked 25.00           0
## 353           Rural             96.57    never smoked 27.00           0
## 354           Rural             66.42    never smoked 25.00           0
## 355           Urban             98.09          smokes 25.00           0
## 356           Rural            205.23    never smoked 21.31           0
## 357           Urban             86.78          smokes 26.00           0
## 358           Rural            126.82    never smoked 27.00           0
## 359           Urban             78.40    never smoked 26.00           0
## 360           Urban             63.69          smokes 24.00           0
## 361           Urban            209.58    never smoked 25.00           0
## 362           Rural             89.86    never smoked 25.00           0
## 363           Rural            110.99 formerly smoked 24.00           0
## 364           Urban             83.82         Unknown 28.00           0
## 365           Urban            137.96         Unknown 24.00           0
## 366           Rural            210.78 formerly smoked 23.00           0
## 367           Rural            118.89    never smoked 27.00           0
## 368           Rural             72.55    never smoked 23.00           0
## 369           Rural            107.41    never smoked 24.00           0
## 370           Rural             93.25         Unknown 27.00           0
## 371           Rural             74.91    never smoked 24.00           0
## 372           Urban             80.05    never smoked 27.00           0
## 373           Urban             99.80    never smoked 24.00           0
## 374           Rural             91.97 formerly smoked 28.00           0
## 375           Rural             64.40          smokes 27.00           0
## 376           Rural             73.02    never smoked 26.00           0
## 377           Rural             88.11         Unknown 23.00           0
## 378           Urban            138.29         Unknown 26.00           0
## 379           Rural             72.36         Unknown 28.00           0
## 380           Rural             68.76 formerly smoked 26.00           0
## 381           Rural            106.22         Unknown 25.00           0
## 382           Urban            101.52    never smoked 27.00           0
## 383           Rural            109.51    never smoked 23.00           0
## 384           Rural             85.84         Unknown 23.00           0
## 385           Rural            110.15         Unknown 25.00           0
## 386           Urban             91.72    never smoked 23.48           0
## 387           Urban            251.60    never smoked 24.00           0
## 388           Urban            123.10    never smoked 23.00           0
## 389           Rural             97.40 formerly smoked 23.00           0
## 390           Rural             68.34 formerly smoked 28.00           0
## 391           Urban             80.81    never smoked 28.00           0
## 392           Rural            120.31          smokes 26.00           0
## 393           Rural             83.51    never smoked 27.00           0
## 394           Urban             74.09    never smoked 24.00           0
## 395           Urban             91.60    never smoked 24.00           0
## 396           Urban             87.52    never smoked 27.00           0
## 397           Rural            213.37    never smoked 28.00           0
## 398           Rural             75.39    never smoked 26.00           0
## 399           Rural            122.41          smokes 24.00           0
## 400           Rural            223.36 formerly smoked 27.00           0
## 401           Rural             84.59         Unknown 26.00           0
## 402           Urban             70.16    never smoked 26.00           0
## 403           Rural            107.52         Unknown 25.00           0
## 404           Urban             80.88          smokes 23.00           0
## 405           Rural             93.48         Unknown 24.00           0
## 406           Urban             70.21    never smoked 27.00           0
## 407           Rural             86.67         Unknown 24.00           0
## 408           Rural            101.37    never smoked 23.36           0
## 409           Rural            105.22    never smoked 25.00           0
## 410           Rural             70.31         Unknown 25.00           0
## 411           Rural             64.06         Unknown 28.00           0
## 412           Rural            178.29    never smoked 25.00           0
## 413           Rural             81.60          smokes 24.00           0
## 414           Urban            147.48         Unknown 23.00           0
## 415           Urban             86.86    never smoked 25.00           0
## 416           Rural             71.16          smokes 23.00           0
## 417           Urban             73.20         Unknown 23.00           0
## 418           Urban            203.81    never smoked 28.00           0
## 419           Rural             82.00    never smoked 23.00           0
## 420           Urban             97.55    never smoked 25.00           0
## 421           Urban             94.29         Unknown 25.00           0
## 422           Rural             75.22         Unknown 28.00           0
## 423           Urban             90.07         Unknown 27.00           0
## 424           Urban             73.73 formerly smoked 28.00           0
## 425           Urban             79.58    never smoked 24.00           0
## 426           Urban             77.88         Unknown 26.00           0
## 427           Rural            205.26    never smoked 27.00           0
## 428           Rural             58.63          smokes 22.19           0
## 429           Rural            139.90          smokes 28.00           0
## 430           Urban            211.03 formerly smoked 26.00           0
## 431           Urban             72.79    never smoked 24.00           0
## 432           Rural             91.65 formerly smoked 25.00           0
## 433           Rural             79.92          smokes 24.00           0
## 434           Rural            225.47    never smoked 30.38           0
## 435           Urban             94.48    never smoked 24.00           0
## 436           Urban             82.34    never smoked 28.00           0
## 437           Urban            180.63 formerly smoked 25.00           0
## 438           Rural             92.48         Unknown 24.00           0
## 439           Rural            116.66 formerly smoked 25.00           0
## 440           Urban            112.09    never smoked 23.00           0
## 441           Urban            130.34    never smoked 27.00           0
## 442           Urban             82.59    never smoked 25.00           0
## 443           Rural            123.87         Unknown 25.00           0
## 444           Rural             98.70         Unknown 23.00           0
## 445           Rural            227.10         Unknown 28.00           0
## 446           Rural             55.39         Unknown 18.14           0
## 447           Urban             66.07         Unknown 24.00           0
## 448           Rural            104.21    never smoked 24.00           0
## 449           Urban            145.15         Unknown 26.00           0
## 450           Urban             68.19    never smoked 24.00           0
## 451           Rural             97.53          smokes 24.00           0
## 452           Urban            122.31    never smoked 27.00           0
## 453           Urban             83.51    never smoked 23.00           0
## 454           Urban             86.46         Unknown 24.00           0
## 455           Rural            112.06    never smoked 27.00           0
## 456           Urban             92.14    never smoked 26.00           0
## 457           Rural            201.76 formerly smoked 24.00           0
## 458           Urban             74.44          smokes 27.00           0
## 459           Rural             95.93         Unknown 25.00           0
## 460           Rural             87.51         Unknown 27.00           0
## 461           Rural             72.35         Unknown 23.00           0
## 462           Rural            113.47         Unknown 27.00           0
## 463           Rural            103.78 formerly smoked 28.00           0
## 464           Rural            115.43    never smoked 26.00           0
## 465           Rural             95.59    never smoked 26.00           0
## 466           Rural            101.52          smokes 26.00           0
## 467           Rural            170.05          smokes 27.00           0
## 468           Rural            217.30    never smoked 24.00           0
## 469           Urban            196.01    never smoked 24.00           0
## 470           Urban             92.21         Unknown 25.00           0
## 471           Rural            100.09    never smoked 25.00           0
## 472           Rural             93.88    never smoked 27.00           0
## 473           Rural             75.05          smokes 23.00           0
## 474           Rural             70.08    never smoked 28.00           0
## 475           Urban             74.20          smokes 24.00           0
## 476           Rural             69.01    never smoked 28.00           0
## 477           Rural             96.17         Unknown 25.00           0
## 478           Urban            184.15         Unknown 26.00           0
## 479           Urban             87.24 formerly smoked 28.00           0
## 480           Rural            198.69          smokes 28.00           0
## 481           Urban             82.58         Unknown 25.00           0
## 482           Rural             96.88         Unknown 24.00           0
## 483           Urban             73.32         Unknown 27.00           0
## 484           Rural             94.59         Unknown 26.00           0
## 485           Rural            132.08          smokes 26.00           0
## 486           Urban             98.99    never smoked 26.00           0
## 487           Rural            104.48    never smoked 28.00           0
## 488           Rural             98.01         Unknown 25.00           0
## 489           Rural             79.14 formerly smoked 25.00           0
## 490           Urban             89.32         Unknown 28.00           0
## 491           Rural             65.24         Unknown 28.00           0
## 492           Rural             80.98 formerly smoked 28.00           0
## 493           Urban            186.17         Unknown 23.00           0
## 494           Rural             69.24    never smoked 21.83           0
## 495           Rural            111.19 formerly smoked 27.00           0
## 496           Urban             93.28    never smoked 27.00           0
## 497           Rural            122.19         Unknown 25.00           0
## 498           Rural            129.53    never smoked 28.00           0
## 499           Rural            114.53         Unknown 25.00           0
## 500           Urban             93.73          smokes 31.75           0
## 501           Urban             77.49 formerly smoked 28.00           0
## 502           Urban             65.38 formerly smoked 28.00           0
## 503           Urban             94.18    never smoked 26.00           0
## 504           Urban            118.70         Unknown 25.00           0
## 505           Urban             96.29          smokes 23.00           0
## 506           Rural             74.64          smokes 24.00           0
## 507           Urban             96.99 formerly smoked 27.00           0
## 508           Rural            100.61         Unknown 26.00           0
## 509           Rural             97.08         Unknown 27.00           0
## 510           Rural             84.79    never smoked 24.00           0
## 511           Rural             78.75 formerly smoked 24.00           0
## 512           Rural             82.93          smokes 27.00           0
## 513           Urban             88.78          smokes 25.00           0
## 514           Urban            122.10          smokes 26.00           0
## 515           Rural             74.81          smokes 24.00           0
## 516           Urban            183.45          smokes 26.00           0
## 517           Urban            114.94    never smoked 27.00           0
## 518           Rural            104.38 formerly smoked 23.00           0
## 519           Urban            102.91         Unknown 26.00           0
## 520           Rural            108.79         Unknown 26.00           0
## 521           Urban             73.31    never smoked 28.00           0
## 522           Urban             68.52    never smoked 23.00           0
## 523           Rural             89.77          smokes 24.00           0
## 524           Urban            102.64    never smoked 26.00           0
## 525           Urban             70.92    never smoked 25.00           0
## 526           Rural             86.11         Unknown 26.00           0
## 527           Urban            129.16    never smoked 24.00           0
## 528           Urban            113.85    never smoked 24.00           0
## 529           Rural             79.35 formerly smoked 25.00           0
## 530           Rural             80.79         Unknown 28.00           0
## 531           Urban            114.01 formerly smoked 28.00           0
## 532           Rural             93.74    never smoked 25.00           0
## 533           Rural             90.65         Unknown 28.00           0
## 534           Urban             98.41    never smoked 27.00           0
## 535           Urban            127.18         Unknown 24.00           0
## 536           Urban            138.06         Unknown 23.00           0
## 537           Urban             89.44    never smoked 24.00           0
## 538           Urban            105.61         Unknown 25.00           0
## 539           Rural            155.43    never smoked 26.00           0
## 540           Rural             80.83         Unknown 23.00           0
## 541           Urban             80.19    never smoked 26.00           0
## 542           Urban             60.34 formerly smoked 22.91           0
## 543           Urban             79.30 formerly smoked 28.00           0
## 544           Urban             98.44         Unknown 23.00           0
## 545           Rural            210.48    never smoked 25.00           0
## 546           Rural             70.34         Unknown 27.00           0
## 547           Urban            122.22         Unknown 25.00           0
## 548           Rural             75.29          smokes 23.00           0
## 549           Rural            100.35    never smoked 28.00           0
## 550           Urban            193.83    never smoked 23.00           0
## 551           Urban            126.96         Unknown 24.00           0
## 552           Urban            183.34 formerly smoked 19.05           0
## 553           Urban            247.69         Unknown 26.00           0
## 554           Rural             76.20    never smoked 24.00           0
## 555           Rural             71.43         Unknown 26.00           0
## 556           Rural             93.36    never smoked 20.68           0
## 557           Urban             61.29    never smoked 24.00           0
## 558           Urban            103.62         Unknown 24.00           0
## 559           Rural            100.52         Unknown 23.00           0
## 560           Rural            191.47    never smoked 20.27           0
## 561           Urban             67.06         Unknown 25.00           0
## 562           Urban            144.10    never smoked 25.00           0
## 563           Urban             58.26         Unknown 24.00           0
## 564           Urban            239.82    never smoked 27.00           0
## 565           Rural             73.71         Unknown 23.00           0
## 566           Rural             88.53    never smoked 28.00           0
## 567           Urban            114.79         Unknown 27.00           0
## 568           Rural            113.80 formerly smoked 23.00           0
## 569           Urban             71.91         Unknown 25.00           0
## 570           Urban             65.30    never smoked 25.00           0
## 571           Urban            189.57    never smoked 24.00           0
## 572           Urban            114.25 formerly smoked 28.00           0
## 573           Urban             81.26 formerly smoked 27.00           0
## 574           Urban             87.88          smokes 28.47           0
## 575           Urban            112.17         Unknown 25.00           0
## 576           Rural             99.97    never smoked 25.00           0
## 577           Urban            207.58          smokes 28.00           0
## 578           Urban            109.16          smokes 25.00           0
## 579           Urban             74.46 formerly smoked 27.00           0
## 580           Rural            118.51    never smoked 28.00           0
## 581           Urban            107.47 formerly smoked 27.00           0
## 582           Rural            182.86         Unknown 23.00           0
## 583           Rural             59.17         Unknown 28.00           0
## 584           Rural            215.64 formerly smoked 25.00           0
## 585           Rural            163.70         Unknown 27.00           0
## 586           Rural            196.36 formerly smoked 25.00           0
## 587           Rural            139.77         Unknown 28.00           0
## 588           Urban            141.23    never smoked 25.00           0
## 589           Urban             89.99 formerly smoked 24.00           0
## 590           Urban            108.53          smokes 28.00           0
## 591           Urban             63.61         Unknown 27.00           0
## 592           Urban             85.54          smokes 28.00           0
## 593           Urban            100.83    never smoked 24.00           0
## 594           Urban             59.82    never smoked 27.00           0
## 595           Urban            105.95          smokes 25.00           0
## 596           Rural            188.11          smokes 26.00           0
## 597           Urban             71.15 formerly smoked 27.00           0
## 598           Rural             60.53         Unknown 27.00           0
## 599           Rural            205.50    never smoked 25.00           0
## 600           Urban            204.86    never smoked 24.00           0
## 601           Rural            115.03    never smoked 24.00           0
## 602           Rural             79.87    never smoked 28.00           0
## 603           Rural             97.89    never smoked 27.00           0
## 604           Urban            125.26    never smoked 27.00           0
## 605           Rural            114.32          smokes 27.00           0
## 606           Urban             92.23         Unknown 28.00           0
## 607           Urban             83.51    never smoked 21.66           0
## 608           Urban            102.34         Unknown 28.00           0
## 609           Rural            144.48          smokes 24.00           0
## 610           Rural             88.39         Unknown 24.00           0
## 611           Rural            228.08         Unknown 27.00           0
## 612           Urban             93.79    never smoked 27.00           0
## 613           Rural            147.14         Unknown 24.00           0
## 614           Rural            106.43          smokes 26.00           0
## 615           Rural             88.04    never smoked 28.00           0
## 616           Urban             92.20         Unknown 28.00           0
## 617           Urban            219.53    never smoked 27.00           0
## 618           Rural             75.56          smokes 28.00           0
## 619           Urban            158.31 formerly smoked 27.00           0
## 620           Urban            111.43          smokes 25.00           0
## 621           Rural            219.97    never smoked 24.00           0
## 622           Rural            148.91    never smoked 27.00           0
## 623           Urban             69.40    never smoked 25.00           0
## 624           Rural             68.34         Unknown 24.00           0
## 625           Urban             58.37          smokes 26.00           0
## 626           Urban             71.20    never smoked 27.00           0
## 627           Rural            101.50          smokes 26.00           0
## 628           Urban             92.04    never smoked 25.00           0
## 629           Rural             73.00    never smoked 24.06           0
## 630           Urban            111.15          smokes 27.00           0
## 631           Rural             58.65    never smoked 26.00           0
## 632           Urban            100.54    never smoked 25.00           0
## 633           Rural            111.73    never smoked 24.00           0
## 634           Urban             97.78         Unknown 25.00           0
## 635           Rural             85.79         Unknown 28.00           0
## 636           Rural             98.54    never smoked 28.00           0
## 637           Urban             94.62 formerly smoked 25.00           0
## 638           Rural            112.43    never smoked 26.00           0
## 639           Urban             99.67 formerly smoked 25.00           0
## 640           Urban             67.39         Unknown 23.00           0
## 641           Urban             95.12    never smoked 28.38           0
## 642           Rural             85.06    never smoked 23.00           0
## 643           Rural            214.05 formerly smoked 23.00           0
## 644           Urban             79.09    never smoked 24.00           0
## 645           Urban             98.09    never smoked 26.00           0
## 646           Urban             76.36         Unknown 28.00           0
## 647           Urban             98.42 formerly smoked 28.00           0
## 648           Urban             82.01 formerly smoked 24.00           0
## 649           Rural             56.11          smokes 26.00           0
## 650           Rural            111.85    never smoked 20.53           0
## 651           Urban             92.39    never smoked 25.00           0
## 652           Urban            112.54 formerly smoked 24.00           0
## 653           Urban             63.71 formerly smoked 23.00           0
## 654           Urban             70.35 formerly smoked 27.00           0
## 655           Urban             94.65 formerly smoked 28.00           0
## 656           Rural             64.64    never smoked 30.36           0
## 657           Rural             57.27         Unknown 26.00           0
## 658           Urban            107.25         Unknown 23.00           0
## 659           Rural             77.12    never smoked 27.00           0
## 660           Urban             55.32          smokes 24.00           0
## 661           Rural             69.37         Unknown 27.00           0
## 662           Urban             57.57    never smoked 26.00           0
## 663           Urban             87.43         Unknown 24.00           0
## 664           Rural             98.73    never smoked 23.00           0
## 665           Rural             81.18    never smoked 23.00           0
## 666           Rural             56.23    never smoked 28.13           0
## 667           Rural             69.61    never smoked 23.00           0
## 668           Rural             59.49         Unknown 24.00           0
## 669           Rural            118.14 formerly smoked 27.00           0
## 670           Rural            100.26         Unknown 24.00           0
## 671           Rural             56.75    never smoked 23.00           0
## 672           Urban             88.27    never smoked 23.00           0
## 673           Urban             67.81    never smoked 27.00           0
## 674           Rural             77.46    never smoked 23.00           0
## 675           Urban             76.26    never smoked 25.00           0
## 676           Rural             86.39    never smoked 26.00           0
## 677           Urban            116.38 formerly smoked 28.00           0
## 678           Rural             75.74          smokes 27.00           0
## 679           Rural             92.14         Unknown 24.00           0
## 680           Rural            149.95    never smoked 27.00           0
## 681           Urban             92.11    never smoked 25.00           0
## 682           Rural             74.98    never smoked 22.11           0
## 683           Urban             55.25    never smoked 27.00           0
## 684           Rural             79.89         Unknown 28.00           0
## 685           Urban            130.61         Unknown 27.00           0
## 686           Urban             94.26         Unknown 26.00           0
## 687           Urban             94.34 formerly smoked 27.00           0
## 688           Urban            109.03 formerly smoked 25.00           0
## 689           Rural             81.03    never smoked 30.48           0
## 690           Rural             99.82    never smoked 25.41           0
## 691           Urban            140.08    never smoked 23.00           0
## 692           Urban             59.54         Unknown 24.00           0
## 693           Urban             80.33    never smoked 23.00           0
## 694           Urban            131.51    never smoked 25.00           0
## 695           Rural             89.21 formerly smoked 24.00           0
## 696           Rural             91.45    never smoked 28.00           0
## 697           Rural             90.58         Unknown 25.00           0
## 698           Urban             91.45         Unknown 27.00           0
## 699           Rural             89.63          smokes 26.00           0
## 700           Urban            124.06    never smoked 24.33           0
## 701           Rural             99.47    never smoked 23.00           0
## 702           Urban             88.97    never smoked 27.00           0
## 703           Rural             80.93    never smoked 26.00           0
## 704           Urban            102.07          smokes 28.00           0
## 705           Rural             91.69         Unknown 27.00           0
## 706           Urban             63.71          smokes 23.00           0
## 707           Rural            200.49          smokes 26.00           0
## 708           Rural             75.30 formerly smoked 24.00           0
## 709           Urban            240.71 formerly smoked 23.00           0
## 710           Urban             60.50 formerly smoked 24.00           0
## 711           Rural            131.85         Unknown 25.00           0
## 712           Rural            134.39 formerly smoked 27.00           0
## 713           Urban             56.18    never smoked 27.00           0
## 714           Rural            113.64 formerly smoked 23.00           0
## 715           Rural            156.57         Unknown 23.00           0
## 716           Rural             80.40    never smoked 28.00           0
## 717           Urban             59.26          smokes 26.00           0
## 718           Rural             63.26         Unknown 26.00           0
## 719           Urban             86.24    never smoked 26.00           0
## 720           Urban            197.10 formerly smoked 27.00           0
## 721           Urban             90.90 formerly smoked 28.00           0
## 722           Rural             84.59         Unknown 26.00           0
## 723           Rural            121.80         Unknown 23.00           0
## 724           Rural             77.65          smokes 25.00           0
## 725           Urban             64.41          smokes 28.00           0
## 726           Urban             75.19          smokes 27.00           0
## 727           Rural             67.97          smokes 25.00           0
## 728           Urban            119.34    never smoked 24.00           0
## 729           Rural             94.92    never smoked 22.01           0
## 730           Rural            107.42    never smoked 25.00           0
## 731           Rural             85.02         Unknown 28.00           0
## 732           Urban            103.51    never smoked 26.00           0
## 733           Urban            114.50 formerly smoked 27.00           0
## 734           Urban             70.78         Unknown 28.00           0
## 735           Rural             95.01          smokes 27.00           0
## 736           Urban             84.11    never smoked 24.00           0
## 737           Urban             74.02    never smoked 23.00           0
## 738           Urban             78.49          smokes 23.00           0
## 739           Urban             74.22         Unknown 28.00           0
## 740           Urban             55.34          smokes 24.00           0
## 741           Rural             75.04    never smoked 24.00           0
## 742           Rural            109.73    never smoked 28.00           0
## 743           Urban             95.81         Unknown 28.00           0
## 744           Rural             96.78          smokes 24.00           0
## 745           Urban            194.62    never smoked 26.00           0
## 746           Rural             70.02    never smoked 23.00           0
## 747           Urban            222.21          smokes 26.00           0
## 748           Rural             62.41    never smoked 26.00           0
## 749           Urban             55.83    never smoked 28.00           0
## 750           Rural             65.12    never smoked 26.00           0
## 751           Rural             73.62         Unknown 24.00           0
## 752           Urban             85.83 formerly smoked 24.21           0
## 753           Urban            103.86         Unknown 26.00           0
## 754           Urban             60.98         Unknown 25.00           0
## 755           Rural             82.69         Unknown 27.00           0
## 756           Rural            250.20         Unknown 28.00           0
## 757           Rural            128.97         Unknown 28.00           0
## 758           Rural             84.31    never smoked 28.00           0
## 759           Rural             74.80    never smoked 27.00           0
## 760           Urban             97.06 formerly smoked 26.00           0
## 761           Urban             77.54         Unknown 28.00           0
## 762           Rural             92.78    never smoked 25.00           0
## 763           Rural            173.43          smokes 24.00           0
## 764           Urban             79.08    never smoked 19.05           0
## 765           Urban            106.18          smokes 28.00           0
## 766           Rural            114.21    never smoked 24.00           0
## 767           Rural             91.08    never smoked 24.00           0
## 768           Urban            105.77         Unknown 27.00           0
## 769           Rural             74.88          smokes 23.00           0
## 770           Rural            123.15          smokes 24.00           0
## 771           Rural            184.25    never smoked 25.00           0
## 772           Rural            117.69    never smoked 24.00           0
## 773           Rural             55.26         Unknown 23.94           0
## 774           Urban            106.51    never smoked 23.00           0
## 775           Rural             55.27 formerly smoked 27.00           0
## 776           Urban             98.42         Unknown 23.00           0
## 777           Rural             99.20    never smoked 25.00           0
## 778           Urban             98.92 formerly smoked 24.00           0
## 779           Rural             92.70    never smoked 27.00           0
## 780           Rural            106.70    never smoked 26.00           0
## 781           Urban            152.81         Unknown 23.00           0
## 782           Urban             82.59 formerly smoked 25.00           0
## 783           Urban             91.00    never smoked 28.00           0
## 784           Urban             93.88         Unknown 31.60           0
## 785           Urban             76.99    never smoked 23.00           0
## 786           Rural            254.60         Unknown 24.19           0
## 787           Rural             93.99 formerly smoked 28.00           0
## 788           Urban            109.68    never smoked 24.00           0
## 789           Rural             92.04    never smoked 25.00           0
## 790           Rural            111.41    never smoked 26.00           0
## 791           Rural             97.92    never smoked 26.00           0
## 792           Urban             65.61         Unknown 23.00           0
## 793           Urban             62.37    never smoked 23.00           0
## 794           Urban            101.28    never smoked 26.00           0
## 795           Rural             88.31          smokes 28.00           0
## 796           Rural            103.55 formerly smoked 24.00           0
## 797           Urban             60.26    never smoked 26.00           0
## 798           Urban             79.39    never smoked 28.00           0
## 799           Urban            122.01          smokes 26.00           0
## 800           Rural             78.09         Unknown 26.00           0
## 801           Urban             89.70          smokes 27.00           0
## 802           Rural             95.10    never smoked 23.00           0
## 803           Rural            112.64 formerly smoked 26.00           0
## 804           Rural             79.80 formerly smoked 25.00           0
## 805           Urban             82.20         Unknown 23.00           0
## 806           Urban            108.89         Unknown 27.00           0
## 807           Rural            114.32    never smoked 28.00           0
## 808           Rural            116.14    never smoked 28.00           0
## 809           Urban            122.74         Unknown 23.00           0
## 810           Urban             94.04    never smoked 26.00           0
## 811           Rural             86.60    never smoked 25.00           0
## 812           Rural             82.32         Unknown 24.00           0
## 813           Rural             83.83    never smoked 27.00           0
## 814           Urban            106.98    never smoked 23.00           0
## 815           Urban             93.88         Unknown 23.00           0
## 816           Urban             70.53          smokes 23.88           0
## 817           Rural            212.01    never smoked 23.00           0
## 818           Rural             65.88         Unknown 24.00           0
## 819           Rural            106.97 formerly smoked 23.00           0
## 820           Urban            126.35    never smoked 28.00           0
## 821           Urban            129.16         Unknown 25.00           0
## 822           Rural             88.66 formerly smoked 27.00           0
## 823           Rural            112.95 formerly smoked 23.00           0
## 824           Urban             81.59    never smoked 25.00           0
## 825           Rural             76.82    never smoked 24.00           0
## 826           Rural             73.75          smokes 28.00           0
## 827           Urban             91.56    never smoked 26.00           0
## 828           Rural            104.55    never smoked 25.00           0
## 829           Urban             84.84         Unknown 25.00           0
## 830           Rural             86.06    never smoked 26.00           0
## 831           Rural            109.10         Unknown 28.00           0
## 832           Rural             68.35    never smoked 25.00           0
## 833           Urban            121.04         Unknown 28.00           0
## 834           Rural            160.83         Unknown 26.00           0
## 835           Rural             85.62          smokes 23.00           0
## 836           Urban             74.23 formerly smoked 24.00           0
## 837           Urban            110.76 formerly smoked 28.00           0
## 838           Urban             79.44    never smoked 23.00           0
## 839           Rural            119.52    never smoked 27.00           0
## 840           Rural             90.42    never smoked 27.00           0
## 841           Urban            109.32         Unknown 26.00           0
## 842           Rural             78.16    never smoked 28.00           0
## 843           Rural             79.13 formerly smoked 25.00           0
## 844           Urban             84.06    never smoked 28.00           0
## 845           Rural             89.30         Unknown 24.00           0
## 846           Urban             69.21    never smoked 28.00           0
## 847           Rural            186.45    never smoked 23.00           0
## 848           Urban             58.47    never smoked 26.00           0
## 849           Rural            189.49         Unknown 25.00           0
## 850           Urban             99.60 formerly smoked 26.00           0
## 851           Rural            126.18         Unknown 27.00           0
## 852           Urban            186.32          smokes 26.00           0
## 853           Rural             62.49    never smoked 23.00           0
## 854           Rural             74.51    never smoked 25.00           0
## 855           Urban             94.63    never smoked 26.00           0
## 856           Rural             91.98          smokes 28.00           0
## 857           Rural             56.77         Unknown 25.00           0
## 858           Urban             75.87    never smoked 24.00           0
## 859           Rural             77.19          smokes 28.00           0
## 860           Urban            135.75          smokes 28.00           0
## 861           Rural            100.15          smokes 28.00           0
## 862           Urban             95.08    never smoked 28.00           0
## 863           Urban            125.38          smokes 25.00           0
## 864           Urban            111.71 formerly smoked 24.00           0
## 865           Rural             94.64    never smoked 23.00           0
## 866           Urban            226.70          smokes 24.00           0
## 867           Urban            112.96    never smoked 27.00           0
## 868           Rural            183.10    never smoked 23.00           0
## 869           Urban            105.36         Unknown 27.00           0
## 870           Urban             84.13    never smoked 24.00           0
## 871           Rural            102.47 formerly smoked 26.43           0
## 872           Rural             77.04    never smoked 28.00           0
## 873           Rural             83.23    never smoked 23.00           0
## 874           Rural             87.01    never smoked 25.00           0
## 875           Rural             56.99    never smoked 23.00           0
## 876           Rural             73.01 formerly smoked 28.00           0
## 877           Urban            106.35    never smoked 25.00           0
## 878           Rural             80.63         Unknown 28.00           0
## 879           Urban            103.61    never smoked 26.00           0
## 880           Urban             91.35 formerly smoked 22.86           0
## 881           Urban            194.04    never smoked 24.00           0
## 882           Rural            111.99 formerly smoked 24.00           0
## 883           Rural             57.51          smokes 26.00           0
## 884           Rural             68.49    never smoked 25.00           0
## 885           Urban             60.20 formerly smoked 27.00           0
## 886           Urban            160.00 formerly smoked 25.00           0
## 887           Urban             86.96    never smoked 25.00           0
## 888           Rural            237.15    never smoked 26.00           0
## 889           Rural             99.06    never smoked 23.00           0
## 890           Urban             56.31 formerly smoked 24.00           0
## 891           Urban             84.31          smokes 27.00           0
## 892           Rural             90.92    never smoked 25.00           0
## 893           Rural            104.33    never smoked 23.25           0
## 894           Urban             62.61         Unknown 26.00           0
## 895           Urban            231.19 formerly smoked 26.00           0
## 896           Rural             94.30         Unknown 25.00           0
## 897           Rural            104.48          smokes 25.00           0
## 898           Urban             72.62    never smoked 24.00           0
## 899           Urban             81.64         Unknown 28.00           0
## 900           Rural             90.78    never smoked 27.00           0
## 901           Urban             70.71    never smoked 28.00           0
## 902           Urban             72.36          smokes 25.00           0
## 903           Urban             59.76         Unknown 27.00           0
## 904           Urban             83.76          smokes 23.00           0
## 905           Rural             63.64 formerly smoked 25.00           0
## 906           Rural             76.26    never smoked 24.00           0
## 907           Rural             82.06 formerly smoked 28.00           0
## 908           Urban            110.91    never smoked 23.84           0
## 909           Rural             77.16          smokes 24.00           0
## 910           Rural             69.58         Unknown 27.00           0
## 911           Urban             96.26         Unknown 25.00           0
## 912           Rural             87.27          smokes 28.00           0
## 913           Urban             65.36 formerly smoked 26.00           0
## 914           Rural            109.51         Unknown 27.35           0
## 915           Urban             89.03          smokes 28.00           0
## 916           Urban             91.34 formerly smoked 23.00           0
## 917           Rural             57.82 formerly smoked 27.00           0
## 918           Urban             81.15 formerly smoked 23.00           0
## 919           Rural            115.29         Unknown 25.00           0
## 920           Urban            111.02         Unknown 24.00           0
## 921           Urban            111.61          smokes 25.00           0
## 922           Rural            109.02         Unknown 26.00           0
## 923           Urban            106.51         Unknown 25.00           0
## 924           Rural            207.32          smokes 23.00           0
## 925           Urban             87.11    never smoked 22.05           0
## 926           Urban             61.68         Unknown 28.00           0
## 927           Rural            119.04         Unknown 25.00           0
## 928           Urban             86.05         Unknown 26.00           0
## 929           Urban             70.03          smokes 27.00           0
## 930           Urban            207.64 formerly smoked 28.00           0
## 931           Rural            236.84    never smoked 23.00           0
## 932           Urban             78.11    never smoked 25.00           0
## 933           Rural            100.97    never smoked 24.00           0
## 934           Urban             99.21    never smoked 28.00           0
## 935           Urban            113.21    never smoked 26.00           0
## 936           Urban             92.95    never smoked 23.00           0
## 937           Urban            110.16    never smoked 24.00           0
## 938           Rural            142.57         Unknown 22.34           0
## 939           Rural             92.87    never smoked 23.00           0
## 940           Rural            111.48         Unknown 28.00           0
## 941           Urban            123.00    never smoked 27.00           0
## 942           Urban            100.54    never smoked 28.87           0
## 943           Urban            106.68    never smoked 24.00           0
## 944           Urban             86.40    never smoked 26.00           0
## 945           Urban             61.81         Unknown 28.00           0
## 946           Rural            128.28    never smoked 27.00           0
## 947           Rural            204.63    never smoked 25.00           0
## 948           Urban             89.98          smokes 25.00           0
## 949           Urban            232.89          smokes 27.00           0
## 950           Rural             98.58    never smoked 23.00           0
## 951           Urban             57.94         Unknown 24.00           0
## 952           Rural            123.21         Unknown 27.00           0
## 953           Urban             76.34          smokes 23.00           0
## 954           Rural             92.98         Unknown 28.00           0
## 955           Rural             92.81    never smoked 25.00           0
## 956           Urban             85.16          smokes 24.00           0
## 957           Urban             90.10    never smoked 26.00           0
## 958           Urban             65.15         Unknown 28.00           0
## 959           Urban            104.62          smokes 27.56           0
## 960           Urban            113.25    never smoked 25.00           0
## 961           Urban             59.28    never smoked 28.00           0
## 962           Urban             93.07         Unknown 23.00           0
## 963           Rural             77.42         Unknown 27.00           0
## 964           Rural             73.69    never smoked 26.00           0
## 965           Rural             74.90    never smoked 25.00           0
## 966           Urban             88.27 formerly smoked 27.00           0
## 967           Urban             58.39    never smoked 28.00           0
## 968           Rural            102.05    never smoked 24.00           0
## 969           Rural            112.47          smokes 31.82           0
## 970           Rural             72.84    never smoked 23.00           0
## 971           Urban            195.03 formerly smoked 24.00           0
## 972           Urban            170.95    never smoked 27.00           0
## 973           Urban             87.98    never smoked 23.00           0
## 974           Rural             65.81         Unknown 24.00           0
## 975           Urban            124.60         Unknown 25.00           0
## 976           Rural             83.65          smokes 24.00           0
## 977           Rural             88.81 formerly smoked 27.00           0
## 978           Urban             86.75         Unknown 23.00           0
## 979           Rural            123.36    never smoked 23.00           0
## 980           Rural             89.68          smokes 24.00           0
## 981           Rural             69.87         Unknown 23.00           0
## 982           Rural            109.22    never smoked 20.62           0
## 983           Rural            157.57         Unknown 26.00           0
## 984           Urban            110.73          smokes 24.00           0
## 985           Urban             99.14    never smoked 23.00           0
## 986           Urban             59.15    never smoked 27.00           0
## 987           Rural            165.11         Unknown 26.00           0
## 988           Rural             77.44 formerly smoked 28.00           0
## 989           Rural            100.33         Unknown 25.31           0
## 990           Urban             57.93         Unknown 24.00           0
## 991           Rural            148.24 formerly smoked 27.00           0
## 992           Urban             91.96         Unknown 24.00           0
## 993           Rural             72.93 formerly smoked 28.00           0
## 994           Rural             84.27         Unknown 23.00           0
## 995           Rural            124.45    never smoked 23.00           0
## 996           Urban             90.51         Unknown 28.00           0
## 997           Rural            118.87         Unknown 27.00           0
## 998           Rural             56.42    never smoked 27.00           0
## 999           Urban             73.67         Unknown 24.00           0
## 1000          Rural             89.11         Unknown 28.00           0
## 1001          Rural             74.04    never smoked 27.00           0
## 1002          Urban            145.23    never smoked 25.00           0
## 1003          Rural            100.80    never smoked 26.00           0
## 1004          Urban             85.22    never smoked 24.00           0
## 1005          Rural             72.49 formerly smoked 25.00           0
## 1006          Urban             82.61          smokes 23.00           0
## 1007          Rural             72.07         Unknown 25.00           0
## 1008          Rural             79.85         Unknown 26.00           0
## 1009          Rural             84.86         Unknown 27.00           0
## 1010          Urban            131.89         Unknown 24.00           0
## 1011          Urban             89.17    never smoked 24.00           0
## 1012          Rural            227.91 formerly smoked 26.00           0
## 1013          Urban            131.77         Unknown 25.00           0
## 1014          Urban            102.01         Unknown 23.00           0
## 1015          Urban            128.63         Unknown 28.00           0
## 1016          Urban            144.10          smokes 24.00           0
## 1017          Urban            143.15 formerly smoked 23.00           0
## 1018          Rural            116.67    never smoked 26.00           0
## 1019          Rural             85.60         Unknown 27.00           0
## 1020          Urban            142.12    never smoked 23.00           0
## 1021          Urban            100.81         Unknown 23.00           0
## 1022          Urban             69.17    never smoked 28.00           0
## 1023          Rural             58.38    never smoked 28.00           0
## 1024          Urban             86.34    never smoked 23.00           0
## 1025          Urban             95.44    never smoked 24.00           0
## 1026          Urban             94.78         Unknown 25.00           0
## 1027          Rural            109.59 formerly smoked 23.00           0
## 1028          Rural             79.26          smokes 28.00           0
## 1029          Urban             78.46    never smoked 26.00           0
## 1030          Rural             85.29    never smoked 23.00           0
## 1031          Rural            156.18          smokes 26.00           0
## 1032          Urban             69.52    never smoked 23.00           0
## 1033          Urban             65.32         Unknown 25.00           0
## 1034          Urban            108.47          smokes 26.00           0
## 1035          Urban            105.63          smokes 24.00           0
## 1036          Urban             77.93 formerly smoked 28.00           0
## 1037          Urban             95.20    never smoked 28.00           0
## 1038          Rural             78.52    never smoked 27.00           0
## 1039          Urban            114.89    never smoked 23.00           0
## 1040          Rural             95.43         Unknown 26.00           0
## 1041          Rural             84.08         Unknown 24.00           0
## 1042          Rural            110.55          smokes 23.00           0
## 1043          Urban             82.21    never smoked 23.00           0
## 1044          Urban             82.38 formerly smoked 25.00           0
## 1045          Urban             93.89    never smoked 27.00           0
## 1046          Rural             75.08         Unknown 26.00           0
## 1047          Urban             76.72         Unknown 24.00           0
## 1048          Rural             84.93         Unknown 24.00           0
## 1049          Urban             76.50 formerly smoked 26.00           0
## 1050          Urban             65.47    never smoked 26.00           0
## 1051          Urban             99.16          smokes 24.00           0
## 1052          Rural             63.53    never smoked 28.00           0
## 1053          Rural             78.65 formerly smoked 27.00           0
## 1054          Urban             63.78    never smoked 22.32           0
## 1055          Urban             77.52 formerly smoked 26.77           0
## 1056          Rural            111.64    never smoked 25.00           0
## 1057          Urban             97.84         Unknown 26.00           0
## 1058          Urban            113.01    never smoked 27.00           0
## 1059          Urban             56.48    never smoked 25.00           0
## 1060          Rural            204.50 formerly smoked 24.00           0
## 1061          Rural             96.02    never smoked 28.00           0
## 1062          Rural            206.25 formerly smoked 28.00           0
## 1063          Rural            115.52         Unknown 26.00           0
## 1064          Rural             60.69          smokes 23.00           0
## 1065          Urban             93.67         Unknown 25.00           0
## 1066          Urban             67.79 formerly smoked 23.00           0
## 1067          Rural             56.07    never smoked 23.00           0
## 1068          Rural            254.63    never smoked 25.00           0
## 1069          Rural             96.63         Unknown 23.00           0
## 1070          Rural             84.30         Unknown 25.00           0
## 1071          Rural            246.34    never smoked 27.00           0
## 1072          Rural            195.16         Unknown 24.27           0
## 1073          Rural             93.34    never smoked 23.55           0
## 1074          Urban            162.30    never smoked 28.00           0
## 1075          Urban            106.40         Unknown 24.57           0
## 1076          Urban            110.25    never smoked 28.00           0
## 1077          Rural             69.70    never smoked 26.00           0
## 1078          Urban             87.03 formerly smoked 26.00           0
## 1079          Urban            112.98    never smoked 27.00           0
## 1080          Rural             82.47          smokes 25.00           0
## 1081          Urban             75.88    never smoked 27.00           0
## 1082          Urban             84.63         Unknown 26.00           0
## 1083          Rural            109.56    never smoked 27.00           0
## 1084          Rural             89.45 formerly smoked 26.32           0
## 1085          Rural             91.65    never smoked 27.00           0
## 1086          Urban            121.14    never smoked 23.00           0
## 1087          Rural             87.77         Unknown 28.00           0
## 1088          Rural            106.56    never smoked 28.00           0
## 1089          Rural             93.88 formerly smoked 25.00           0
## 1090          Rural            153.76         Unknown 23.00           0
## 1091          Urban             88.65    never smoked 26.00           0
## 1092          Urban            111.22         Unknown 28.00           0
## 1093          Urban            223.68 formerly smoked 26.00           0
## 1094          Rural             55.86         Unknown 27.00           0
## 1095          Rural             63.73          smokes 24.00           0
## 1096          Rural            103.94    never smoked 25.00           0
## 1097          Rural             92.49         Unknown 28.00           0
## 1098          Urban            229.20 formerly smoked 27.00           0
## 1099          Rural             75.06         Unknown 27.00           0
## 1100          Urban             85.57         Unknown 28.00           0
## 1101          Urban             68.61    never smoked 26.00           0
## 1102          Urban             56.30         Unknown 25.00           0
## 1103          Rural            193.22          smokes 26.00           0
## 1104          Urban             65.98         Unknown 27.00           0
## 1105          Rural            204.57         Unknown 24.00           0
## 1106          Urban             64.99    never smoked 26.00           0
## 1107          Rural             66.12    never smoked 23.00           0
## 1108          Urban             73.40    never smoked 27.00           0
## 1109          Urban             82.83         Unknown 23.00           0
## 1110          Urban             93.55    never smoked 26.00           0
## 1111          Rural             90.40 formerly smoked 24.00           0
## 1112          Rural             98.10    never smoked 27.00           0
## 1113          Rural            142.02         Unknown 28.00           0
## 1114          Rural            251.46          smokes 26.00           0
## 1115          Rural             89.96    never smoked 29.38           0
## 1116          Urban             71.73         Unknown 23.00           0
## 1117          Urban             82.44          smokes 25.00           0
## 1118          Urban             80.85 formerly smoked 27.00           0
## 1119          Rural            220.52          smokes 25.00           0
## 1120          Urban             86.73         Unknown 24.00           0
## 1121          Urban             76.93    never smoked 28.00           0
## 1122          Urban            113.10    never smoked 23.00           0
## 1123          Rural             96.84 formerly smoked 23.00           0
## 1124          Urban            100.91         Unknown 26.00           0
## 1125          Urban            116.50         Unknown 27.00           0
## 1126          Rural             57.26    never smoked 26.00           0
## 1127          Urban            129.31         Unknown 28.00           0
## 1128          Rural             56.47    never smoked 23.00           0
## 1129          Urban             86.06 formerly smoked 27.00           0
## 1130          Rural             86.97    never smoked 25.00           0
## 1131          Urban             78.78 formerly smoked 24.00           0
## 1132          Rural            195.04    never smoked 26.00           0
## 1133          Rural            103.25         Unknown 25.00           0
## 1134          Rural            134.59          smokes 27.00           0
## 1135          Rural             93.74         Unknown 27.00           0
## 1136          Urban             90.66         Unknown 24.00           0
## 1137          Urban             91.68         Unknown 23.00           0
## 1138          Urban             75.79         Unknown 25.00           0
## 1139          Urban             91.68 formerly smoked 26.00           0
## 1140          Rural            106.68    never smoked 25.00           0
## 1141          Rural             82.31    never smoked 25.00           0
## 1142          Rural             90.06         Unknown 25.00           0
## 1143          Rural             65.47          smokes 24.00           0
## 1144          Rural             58.03         Unknown 23.14           0
## 1145          Rural             83.09    never smoked 25.00           0
## 1146          Urban             88.60         Unknown 26.00           0
## 1147          Urban             63.18         Unknown 27.00           0
## 1148          Rural             78.42    never smoked 24.00           0
## 1149          Urban             65.08 formerly smoked 26.00           0
## 1150          Urban             79.47    never smoked 26.00           0
## 1151          Rural             95.52    never smoked 28.00           0
## 1152          Urban             73.00          smokes 26.00           0
## 1153          Rural            138.07    never smoked 27.00           0
## 1154          Rural             86.99    never smoked 28.00           0
## 1155          Urban            112.07    never smoked 28.00           0
## 1156          Rural            105.76         Unknown 25.00           0
## 1157          Urban             55.67          smokes 24.00           0
## 1158          Urban             90.55 formerly smoked 28.00           0
## 1159          Rural            218.65    never smoked 26.00           0
## 1160          Rural            111.21         Unknown 28.00           0
## 1161          Urban             83.56          smokes 24.00           0
## 1162          Urban            116.76 formerly smoked 28.00           0
## 1163          Rural             83.50         Unknown 19.27           0
## 1164          Urban             69.30    never smoked 25.00           0
## 1165          Urban             67.55 formerly smoked 25.00           0
## 1166          Rural             80.28    never smoked 27.00           0
## 1167          Urban            211.49         Unknown 24.00           0
## 1168          Urban             67.96         Unknown 24.00           0
## 1169          Urban             99.29    never smoked 24.00           0
## 1170          Rural            140.52    never smoked 28.00           0
## 1171          Rural             75.62          smokes 28.00           0
## 1172          Rural            120.06    never smoked 25.00           0
## 1173          Rural            117.45          smokes 27.00           0
## 1174          Rural            224.71    never smoked 25.00           0
## 1175          Rural            122.75         Unknown 24.00           0
## 1176          Urban             82.39    never smoked 24.00           0
## 1177          Rural             57.02 formerly smoked 24.00           0
## 1178          Urban            115.98    never smoked 25.00           0
## 1179          Rural            226.11 formerly smoked 24.00           0
## 1180          Rural             97.59          smokes 25.00           0
## 1181          Rural             82.57 formerly smoked 24.00           0
## 1182          Urban             79.34 formerly smoked 24.00           0
## 1183          Rural            125.68         Unknown 26.00           0
## 1184          Rural            102.06         Unknown 24.00           0
## 1185          Urban             65.59    never smoked 27.00           0
## 1186          Urban            120.85         Unknown 24.00           0
## 1187          Urban            101.65    never smoked 23.00           0
## 1188          Urban            210.94    never smoked 27.00           0
## 1189          Rural             77.92    never smoked 26.00           0
## 1190          Rural            230.68         Unknown 28.00           0
## 1191          Urban             62.68    never smoked 25.00           0
## 1192          Urban             55.22    never smoked 25.00           0
## 1193          Rural             78.94    never smoked 24.00           0
## 1194          Rural            109.69          smokes 24.00           0
## 1195          Urban             79.63         Unknown 28.00           0
## 1196          Rural             79.33    never smoked 25.00           0
## 1197          Urban             79.91    never smoked 27.00           0
## 1198          Rural             84.46         Unknown 27.00           0
## 1199          Urban             68.40 formerly smoked 25.00           0
## 1200          Rural             78.43          smokes 25.00           0
## 1201          Urban            198.02         Unknown 23.00           0
## 1202          Urban             85.35          smokes 24.00           0
## 1203          Rural            204.17 formerly smoked 27.00           0
## 1204          Urban             82.71 formerly smoked 23.00           0
## 1205          Urban            121.19    never smoked 28.00           0
## 1206          Rural            106.02          smokes 27.00           0
## 1207          Urban             66.36         Unknown 27.00           0
## 1208          Urban            267.76 formerly smoked 27.00           0
## 1209          Rural            107.18    never smoked 24.00           0
## 1210          Rural             74.58         Unknown 25.00           0
## 1211          Urban             80.92         Unknown 28.00           0
## 1212          Rural             90.77    never smoked 24.00           0
## 1213          Rural             90.84    never smoked 26.00           0
## 1214          Rural             59.20         Unknown 27.00           0
## 1215          Rural            217.71 formerly smoked 26.00           0
## 1216          Urban            133.76          smokes 28.00           0
## 1217          Urban             61.36 formerly smoked 28.00           0
## 1218          Rural            118.62         Unknown 28.00           0
## 1219          Rural             77.91         Unknown 28.00           0
## 1220          Urban             68.98 formerly smoked 24.00           0
## 1221          Rural            112.08    never smoked 28.00           0
## 1222          Urban             96.20    never smoked 25.00           0
## 1223          Rural             93.11         Unknown 27.00           0
## 1224          Rural            115.54         Unknown 23.00           0
## 1225          Urban             88.57          smokes 27.00           0
## 1226          Urban            180.76         Unknown 28.00           0
## 1227          Urban             83.12 formerly smoked 26.00           0
## 1228          Urban             94.89    never smoked 23.00           0
## 1229          Rural            239.52    never smoked 27.00           0
## 1230          Rural             99.15 formerly smoked 28.00           0
## 1231          Urban            124.16    never smoked 25.00           0
## 1232          Rural             86.38         Unknown 28.00           0
## 1233          Rural             93.68    never smoked 27.00           0
## 1234          Rural            229.86          smokes 23.00           0
## 1235          Rural             78.73    never smoked 26.00           0
## 1236          Rural            115.92 formerly smoked 23.00           0
## 1237          Rural             93.71 formerly smoked 26.00           0
## 1238          Rural             76.66    never smoked 28.00           0
## 1239          Rural            112.38         Unknown 25.00           0
## 1240          Rural             89.30          smokes 25.00           0
## 1241          Rural            103.44 formerly smoked 25.00           0
## 1242          Rural             79.69 formerly smoked 26.00           0
## 1243          Rural             61.61    never smoked 25.00           0
## 1244          Rural             94.12         Unknown 25.00           0
## 1245          Urban             62.40         Unknown 24.75           0
## 1246          Urban            210.96    never smoked 23.00           0
## 1247          Urban             76.25         Unknown 28.00           0
## 1248          Urban            103.48          smokes 26.00           0
## 1249          Urban             96.42         Unknown 28.00           0
## 1250          Rural             78.59         Unknown 28.00           0
## 1251          Rural            195.25    never smoked 26.00           0
## 1252          Rural            103.76         Unknown 27.00           0
## 1253          Rural             68.52         Unknown 24.56           0
## 1254          Urban             92.17         Unknown 23.00           0
## 1255          Rural             81.02    never smoked 23.00           0
## 1256          Rural             94.33    never smoked 24.00           0
## 1257          Rural             78.43    never smoked 23.00           0
## 1258          Rural            217.39         Unknown 28.00           0
## 1259          Urban             82.77         Unknown 24.00           0
## 1260          Rural             88.13    never smoked 25.00           0
## 1261          Urban            102.77          smokes 28.00           0
## 1262          Rural            101.75          smokes 25.00           0
## 1263          Rural            113.34 formerly smoked 23.00           0
## 1264          Urban             63.33          smokes 26.00           0
## 1265          Urban             69.34    never smoked 25.00           0
## 1266          Rural            118.81         Unknown 26.00           0
## 1267          Urban             66.13    never smoked 26.00           0
## 1268          Urban             67.53 formerly smoked 25.00           0
## 1269          Urban             96.58    never smoked 24.00           0
## 1270          Urban             57.89 formerly smoked 25.00           0
## 1271          Rural             78.38         Unknown 28.00           0
## 1272          Urban             94.15    never smoked 24.00           0
## 1273          Urban             89.53         Unknown 24.00           0
## 1274          Urban            127.75    never smoked 23.00           0
## 1275          Rural             76.79         Unknown 27.00           0
## 1276          Rural            141.15    never smoked 26.74           0
## 1277          Urban             88.63    never smoked 23.00           0
## 1278          Urban            201.25         Unknown 27.00           0
## 1279          Urban            130.15         Unknown 23.00           0
## 1280          Urban            108.03    never smoked 24.00           0
## 1281          Rural            104.07 formerly smoked 23.00           0
## 1282          Urban             88.83         Unknown 27.00           0
## 1283          Rural            197.79         Unknown 28.00           0
## 1284          Urban            150.45 formerly smoked 24.00           0
## 1285          Rural            100.39    never smoked 26.00           0
## 1286          Rural             79.92 formerly smoked 27.00           0
## 1287          Urban             96.79         Unknown 24.00           0
## 1288          Rural             86.84         Unknown 24.00           0
## 1289          Rural             61.27         Unknown 27.00           0
## 1290          Rural             72.61    never smoked 27.00           0
## 1291          Rural             82.41          smokes 26.00           0
## 1292          Urban             74.72    never smoked 28.00           0
## 1293          Rural             57.37         Unknown 24.00           0
## 1294          Rural             73.72          smokes 25.00           0
## 1295          Urban             88.34    never smoked 24.00           0
## 1296          Rural            101.34    never smoked 28.00           0
## 1297          Rural            119.01    never smoked 26.00           0
## 1298          Rural             71.98    never smoked 26.00           0
## 1299          Urban             84.91         Unknown 26.00           0
## 1300          Rural             91.63         Unknown 26.00           0
## 1301          Urban            214.77         Unknown 27.00           0
## 1302          Rural            145.71         Unknown 23.00           0
## 1303          Rural            167.31    never smoked 23.00           0
## 1304          Urban             63.65         Unknown 27.00           0
## 1305          Rural             79.63         Unknown 27.00           0
## 1306          Rural             87.49    never smoked 23.00           0
## 1307          Rural             98.74    never smoked 25.00           0
## 1308          Rural             92.82    never smoked 28.00           0
## 1309          Urban             72.20 formerly smoked 24.00           0
## 1310          Rural            181.23 formerly smoked 26.00           0
## 1311          Urban             63.37    never smoked 27.00           0
## 1312          Urban             74.82    never smoked 23.00           0
## 1313          Rural             97.60         Unknown 24.00           0
## 1314          Rural             93.04          smokes 23.00           0
## 1315          Rural             97.12    never smoked 23.00           0
## 1316          Rural             82.81    never smoked 26.00           0
## 1317          Urban            134.45    never smoked 27.00           0
## 1318          Rural             98.67         Unknown 26.00           0
## 1319          Urban             85.82    never smoked 23.00           0
## 1320          Rural            189.45    never smoked 28.00           0
## 1321          Rural            144.16          smokes 28.00           0
## 1322          Rural             82.56 formerly smoked 28.00           0
## 1323          Urban            206.40    never smoked 26.00           0
## 1324          Urban             67.97    never smoked 27.00           0
## 1325          Urban             84.86         Unknown 22.05           0
## 1326          Urban             71.70    never smoked 23.00           0
## 1327          Urban             72.02 formerly smoked 25.00           0
## 1328          Urban             61.81         Unknown 26.00           0
## 1329          Urban            103.09         Unknown 24.00           0
## 1330          Urban             73.75    never smoked 25.00           0
## 1331          Rural            156.70    never smoked 26.00           0
## 1332          Urban             70.87 formerly smoked 25.00           0
## 1333          Rural            138.47    never smoked 27.00           0
## 1334          Rural             64.66 formerly smoked 23.00           0
## 1335          Rural             91.88 formerly smoked 26.00           0
## 1336          Rural             74.79    never smoked 27.00           0
## 1337          Rural             78.18    never smoked 28.00           0
## 1338          Rural             77.82         Unknown 28.00           0
## 1339          Rural            112.23    never smoked 28.00           0
## 1340          Urban            178.76    never smoked 23.00           0
## 1341          Rural            121.43    never smoked 23.00           0
## 1342          Rural             94.22    never smoked 22.49           0
## 1343          Rural             67.27 formerly smoked 25.00           0
## 1344          Rural            197.58 formerly smoked 24.00           0
## 1345          Rural             86.37          smokes 26.00           0
## 1346          Urban            112.09          smokes 26.00           0
## 1347          Urban            199.96    never smoked 27.00           0
## 1348          Urban             85.33    never smoked 23.00           0
## 1349          Rural             86.33    never smoked 27.00           0
## 1350          Urban             80.47          smokes 26.00           0
## 1351          Urban             62.46 formerly smoked 27.00           0
## 1352          Rural             78.85    never smoked 27.00           0
## 1353          Rural             72.09          smokes 23.56           0
## 1354          Rural            103.81    never smoked 27.00           0
## 1355          Urban             78.04          smokes 28.00           0
## 1356          Rural             94.67         Unknown 28.00           0
## 1357          Rural             62.25    never smoked 24.00           0
## 1358          Urban            155.17    never smoked 26.00           0
## 1359          Urban             83.28         Unknown 23.00           0
## 1360          Urban            132.41         Unknown 27.00           0
## 1361          Rural             62.78         Unknown 25.00           0
## 1362          Urban             89.96         Unknown 27.00           0
## 1363          Rural            103.25 formerly smoked 28.00           0
## 1364          Rural            126.99 formerly smoked 26.00           0
## 1365          Rural            102.27    never smoked 24.00           0
## 1366          Rural            113.63         Unknown 25.36           0
## 1367          Urban             86.09         Unknown 24.00           0
## 1368          Rural            108.08 formerly smoked 27.00           0
## 1369          Urban            108.34    never smoked 26.00           0
## 1370          Rural             56.07    never smoked 23.00           0
## 1371          Urban             82.91         Unknown 25.00           0
## 1372          Urban             94.75         Unknown 25.00           0
## 1373          Rural            101.79         Unknown 27.00           0
## 1374          Rural             88.41 formerly smoked 24.50           0
## 1375          Urban            101.05         Unknown 26.00           0
## 1376          Urban             85.07    never smoked 24.00           0
## 1377          Rural            108.10    never smoked 24.00           0
## 1378          Rural             93.17          smokes 25.00           0
## 1379          Urban            158.89          smokes 25.00           0
## 1380          Rural            205.77    never smoked 23.00           0
## 1381          Urban            112.34         Unknown 24.00           0
## 1382          Urban            119.03    never smoked 24.00           0
## 1383          Urban            237.21          smokes 25.00           0
## 1384          Urban             89.68    never smoked 28.00           0
## 1385          Rural            246.53 formerly smoked 27.00           0
## 1386          Urban             89.05 formerly smoked 26.00           0
## 1387          Rural             81.74         Unknown 24.00           0
## 1388          Rural             98.12    never smoked 24.00           0
## 1389          Rural            105.59          smokes 28.00           0
## 1390          Rural             86.00 formerly smoked 23.00           0
## 1391          Urban             65.51         Unknown 27.00           0
## 1392          Urban             61.78         Unknown 24.00           0
## 1393          Rural            109.56         Unknown 26.00           0
## 1394          Urban             65.82    never smoked 25.00           0
## 1395          Urban             90.16          smokes 23.00           0
## 1396          Urban             64.45    never smoked 25.00           0
## 1397          Urban             91.85    never smoked 23.00           0
## 1398          Rural             97.89 formerly smoked 28.00           0
## 1399          Rural            206.33    never smoked 27.00           0
## 1400          Rural             74.29    never smoked 26.00           0
## 1401          Rural            107.40          smokes 27.00           0
## 1402          Urban             87.72         Unknown 28.00           0
## 1403          Rural             85.99         Unknown 24.00           0
## 1404          Urban            100.84    never smoked 26.00           0
## 1405          Urban            124.61         Unknown 28.00           0
## 1406          Urban             86.55         Unknown 23.00           0
## 1407          Rural             90.42         Unknown 24.00           0
## 1408          Rural            100.85          smokes 23.00           0
## 1409          Urban             87.74         Unknown 27.00           0
## 1410          Rural             80.15 formerly smoked 24.00           0
## 1411          Urban            107.29    never smoked 27.00           0
## 1412          Urban            206.98          smokes 23.00           0
## 1413          Rural            227.28    never smoked 27.00           0
## 1414          Rural             80.43         Unknown 25.00           0
## 1415          Urban            228.70         Unknown 25.00           0
## 1416          Urban            120.07          smokes 26.00           0
## 1417          Rural             93.47    never smoked 26.00           0
## 1418          Urban             80.77    never smoked 23.00           0
## 1419          Rural            150.27          smokes 27.00           0
## 1420          Urban             81.94          smokes 25.00           0
## 1421          Urban             70.75         Unknown 28.00           0
## 1422          Urban             83.83         Unknown 25.00           0
## 1423          Urban             73.66    never smoked 28.00           0
## 1424          Urban            102.37    never smoked 25.00           0
## 1425          Rural             77.83         Unknown 27.00           0
## 1426          Urban             70.01         Unknown 23.00           0
## 1427          Rural            119.88         Unknown 24.00           0
## 1428          Rural             78.29          smokes 24.00           0
## 1429          Rural            169.97    never smoked 23.00           0
## 1430          Rural            123.79         Unknown 25.00           0
## 1431          Urban             80.98         Unknown 23.00           0
## 1432          Rural             84.21    never smoked 28.00           0
## 1433          Urban            101.31         Unknown 24.00           0
## 1434          Urban             86.26 formerly smoked 28.00           0
## 1435          Urban             92.86 formerly smoked 23.00           0
## 1436          Urban            140.28 formerly smoked 26.00           0
## 1437          Rural            244.28 formerly smoked 28.00           0
## 1438          Urban            124.16    never smoked 26.00           0
## 1439          Rural             93.55    never smoked 26.00           0
## 1440          Urban             99.34    never smoked 23.00           0
## 1441          Urban             59.87          smokes 25.00           0
## 1442          Rural             72.76 formerly smoked 24.00           0
## 1443          Rural             68.34         Unknown 23.00           0
## 1444          Urban             61.10          smokes 26.00           0
## 1445          Rural            120.77    never smoked 23.00           0
## 1446          Rural             60.39         Unknown 26.00           0
## 1447          Urban            126.34    never smoked 27.00           0
## 1448          Rural             93.24    never smoked 26.00           0
## 1449          Rural            154.75    never smoked 24.00           0
## 1450          Rural             62.81    never smoked 25.00           0
## 1451          Rural             65.96         Unknown 24.00           0
## 1452          Rural             79.53    never smoked 23.00           0
## 1453          Rural             96.85    never smoked 26.00           0
## 1454          Urban            251.99    never smoked 23.00           0
## 1455          Rural            115.13          smokes 28.00           0
## 1456          Urban            102.30         Unknown 25.00           0
## 1457          Urban             78.99    never smoked 24.00           0
## 1458          Rural            191.79          smokes 26.00           0
## 1459          Rural             68.80    never smoked 28.00           0
## 1460          Rural             83.84 formerly smoked 24.00           0
## 1461          Urban             94.66 formerly smoked 23.00           0
## 1462          Rural            107.98    never smoked 27.00           0
## 1463          Rural             61.01         Unknown 26.00           0
## 1464          Urban            135.64    never smoked 24.00           0
## 1465          Urban             92.65    never smoked 28.00           0
## 1466          Rural            121.11         Unknown 28.00           0
## 1467          Rural            163.56 formerly smoked 25.00           0
## 1468          Urban            107.69         Unknown 28.00           0
## 1469          Rural            216.88          smokes 28.00           0
## 1470          Rural             70.15         Unknown 28.00           0
## 1471          Urban             83.02         Unknown 26.00           0
## 1472          Urban             87.94         Unknown 24.00           0
## 1473          Urban            222.29    never smoked 27.00           0
## 1474          Urban            139.43 formerly smoked 26.00           0
## 1475          Urban            213.11    never smoked 25.00           0
## 1476          Rural             77.23          smokes 28.00           0
## 1477          Urban             58.48    never smoked 26.00           0
## 1478          Rural             87.33    never smoked 27.00           0
## 1479          Rural            102.34    never smoked 23.00           0
## 1480          Rural            151.30    never smoked 25.00           0
## 1481          Urban            144.23 formerly smoked 26.00           0
## 1482          Rural            110.60 formerly smoked 23.00           0
## 1483          Urban             80.28    never smoked 26.00           0
## 1484          Rural            111.02         Unknown 23.00           0
## 1485          Rural            114.88         Unknown 25.00           0
## 1486          Urban            227.51 formerly smoked 23.00           0
## 1487          Urban            111.65         Unknown 25.00           0
## 1488          Urban            201.01    never smoked 27.00           0
## 1489          Urban            129.01         Unknown 25.00           0
## 1490          Rural            124.08         Unknown 23.00           0
## 1491          Rural            107.91         Unknown 23.00           0
## 1492          Rural             95.40    never smoked 27.00           0
## 1493          Rural             65.90    never smoked 23.00           0
## 1494          Urban             78.98         Unknown 25.00           0
## 1495          Rural            111.33 formerly smoked 27.00           0
## 1496          Rural            104.36    never smoked 28.00           0
## 1497          Urban            123.87         Unknown 26.00           0
## 1498          Rural            210.00 formerly smoked 25.00           0
## 1499          Rural             86.86         Unknown 26.00           0
## 1500          Rural            113.96         Unknown 28.00           0
## 1501          Rural             81.28          smokes 27.00           0
## 1502          Rural            102.50    never smoked 27.00           0
## 1503          Rural             78.05    never smoked 25.00           0
## 1504          Urban            237.58 formerly smoked 26.00           0
## 1505          Urban             86.07         Unknown 21.43           0
## 1506          Rural             59.05 formerly smoked 25.00           0
## 1507          Rural             95.88         Unknown 24.00           0
## 1508          Rural             70.18         Unknown 23.00           0
## 1509          Rural            111.13 formerly smoked 26.00           0
## 1510          Urban             79.30         Unknown 24.00           0
## 1511          Urban             65.84          smokes 28.00           0
## 1512          Rural            123.49          smokes 26.00           0
## 1513          Rural            207.45          smokes 26.00           0
## 1514          Rural            143.45          smokes 24.00           0
## 1515          Rural             89.11    never smoked 27.00           0
## 1516          Rural             58.30    never smoked 23.00           0
## 1517          Urban             78.68    never smoked 25.00           0
## 1518          Urban             98.91    never smoked 28.00           0
## 1519          Rural             67.92          smokes 27.00           0
## 1520          Rural             73.00    never smoked 25.00           0
## 1521          Rural             97.50 formerly smoked 28.00           0
## 1522          Urban            108.43          smokes 24.00           0
## 1523          Urban             90.43 formerly smoked 28.00           0
## 1524          Urban             76.30    never smoked 25.00           0
## 1525          Rural            121.27          smokes 23.00           0
## 1526          Urban            119.67         Unknown 28.00           0
## 1527          Urban            226.93          smokes 26.72           0
## 1528          Rural             76.11         Unknown 28.00           0
## 1529          Urban             93.23          smokes 24.00           0
## 1530          Urban            253.16         Unknown 26.00           0
## 1531          Urban            101.02          smokes 24.00           0
## 1532          Rural            238.53    never smoked 23.00           0
## 1533          Rural             79.18 formerly smoked 23.00           0
## 1534          Urban            207.79    never smoked 24.00           0
## 1535          Rural            196.20    never smoked 28.00           0
## 1536          Urban            231.76    never smoked 23.00           0
## 1537          Rural             93.30         Unknown 24.00           0
## 1538          Urban            110.47          smokes 23.00           0
## 1539          Rural             77.52    never smoked 24.00           0
## 1540          Urban             91.23          smokes 28.00           0
## 1541          Rural            216.92         Unknown 28.00           0
## 1542          Urban            157.01          smokes 27.00           0
## 1543          Urban             93.51    never smoked 26.00           0
## 1544          Rural            102.54    never smoked 27.00           0
## 1545          Rural             87.78 formerly smoked 27.00           0
## 1546          Urban            126.67          smokes 28.00           0
## 1547          Rural             93.60    never smoked 23.00           0
## 1548          Rural            194.98         Unknown 28.00           0
## 1549          Rural             99.96         Unknown 28.00           0
## 1550          Urban             58.87    never smoked 27.00           0
## 1551          Urban             77.67         Unknown 27.00           0
## 1552          Urban             83.14    never smoked 31.37           0
## 1553          Urban             69.18          smokes 24.00           0
## 1554          Rural            218.54          smokes 25.00           0
## 1555          Urban             71.22    never smoked 25.00           0
## 1556          Urban             82.41         Unknown 27.00           0
## 1557          Rural             82.07    never smoked 23.00           0
## 1558          Urban             73.00    never smoked 26.00           0
## 1559          Rural            127.25         Unknown 24.00           0
## 1560          Rural             72.63         Unknown 24.00           0
## 1561          Rural            108.20    never smoked 25.00           0
## 1562          Urban            123.95 formerly smoked 26.00           0
## 1563          Urban             58.71    never smoked 26.00           0
## 1564          Rural             98.46    never smoked 23.00           0
## 1565          Rural             68.78 formerly smoked 23.00           0
## 1566          Rural            133.63         Unknown 28.00           0
## 1567          Rural            101.43         Unknown 26.00           0
## 1568          Rural             65.30          smokes 23.00           0
## 1569          Urban             72.49          smokes 27.00           0
## 1570          Urban             65.49         Unknown 23.00           0
## 1571          Urban             63.40          smokes 24.00           0
## 1572          Rural            105.29 formerly smoked 23.00           0
## 1573          Urban             64.08         Unknown 23.00           0
## 1574          Urban             78.34    never smoked 28.00           0
## 1575          Rural             66.32 formerly smoked 28.00           0
## 1576          Rural            168.15    never smoked 28.00           0
## 1577          Rural             93.48 formerly smoked 24.72           0
## 1578          Urban             79.20    never smoked 27.00           0
## 1579          Rural            107.45 formerly smoked 25.00           0
## 1580          Rural             83.86    never smoked 23.00           0
## 1581          Rural            119.96    never smoked 28.00           0
## 1582          Rural             70.58    never smoked 26.00           0
## 1583          Rural             87.70    never smoked 23.00           0
## 1584          Urban             65.29    never smoked 28.00           0
## 1585          Urban             97.14    never smoked 26.00           0
## 1586          Urban            110.68 formerly smoked 24.00           0
## 1587          Urban             91.93          smokes 26.00           0
## 1588          Urban             88.54         Unknown 25.00           0
## 1589          Urban            183.00         Unknown 28.00           0
## 1590          Rural            115.93    never smoked 28.00           0
## 1591          Urban             99.13         Unknown 27.00           0
## 1592          Rural             69.24    never smoked 26.00           0
## 1593          Rural            102.28    never smoked 28.09           0
## 1594          Urban             71.31    never smoked 26.00           0
## 1595          Rural             89.75    never smoked 27.00           0
## 1596          Urban             87.66    never smoked 24.00           0
## 1597          Rural            237.17         Unknown 24.00           0
## 1598          Urban             81.11         Unknown 28.00           0
## 1599          Urban            178.33    never smoked 27.00           0
## 1600          Rural             81.38         Unknown 26.00           0
## 1601          Urban            109.56         Unknown 26.00           0
## 1602          Rural             70.45          smokes 25.00           0
## 1603          Rural             73.44         Unknown 27.00           0
## 1604          Urban            146.44 formerly smoked 26.00           0
## 1605          Urban             65.04    never smoked 23.00           0
## 1606          Rural            151.25         Unknown 27.00           0
## 1607          Rural            106.41          smokes 27.00           0
## 1608          Urban            197.09         Unknown 23.00           0
## 1609          Urban             93.58          smokes 28.00           0
## 1610          Rural            122.04         Unknown 26.00           0
## 1611          Rural             80.06         Unknown 27.00           0
## 1612          Urban             84.93         Unknown 27.00           0
## 1613          Urban             68.40    never smoked 26.00           0
## 1614          Urban             62.99 formerly smoked 26.00           0
## 1615          Urban            139.67         Unknown 27.00           0
## 1616          Urban            113.40          smokes 28.00           0
## 1617          Urban            101.92         Unknown 27.00           0
## 1618          Urban             65.98 formerly smoked 28.90           0
## 1619          Urban             84.30         Unknown 26.00           0
## 1620          Urban             61.42         Unknown 24.00           0
## 1621          Rural             85.52    never smoked 23.00           0
## 1622          Urban             83.79         Unknown 27.00           0
## 1623          Urban             73.83         Unknown 23.00           0
## 1624          Rural             69.38    never smoked 23.00           0
## 1625          Urban             66.11    never smoked 26.00           0
## 1626          Urban            149.62 formerly smoked 27.00           0
## 1627          Urban            242.84          smokes 23.00           0
## 1628          Urban            202.66          smokes 26.00           0
## 1629          Rural            216.90 formerly smoked 28.00           0
## 1630          Urban            103.78         Unknown 28.00           0
## 1631          Rural            114.88 formerly smoked 26.00           0
## 1632          Urban             75.94    never smoked 26.00           0
## 1633          Rural             55.51         Unknown 27.00           0
## 1634          Rural             93.74         Unknown 24.00           0
## 1635          Urban             71.44          smokes 28.00           0
## 1636          Urban             58.29 formerly smoked 25.00           0
## 1637          Urban            115.83    never smoked 27.00           0
## 1638          Urban            102.71 formerly smoked 25.00           0
## 1639          Urban             99.69          smokes 24.00           0
## 1640          Rural            102.89 formerly smoked 28.00           0
## 1641          Urban             79.05         Unknown 25.00           0
## 1642          Rural             56.63    never smoked 24.00           0
## 1643          Rural             87.34 formerly smoked 19.78           0
## 1644          Rural            109.51    never smoked 28.00           0
## 1645          Urban             81.43 formerly smoked 26.00           0
## 1646          Urban             78.59    never smoked 27.00           0
## 1647          Urban            101.22 formerly smoked 25.00           0
## 1648          Urban             78.26         Unknown 25.00           0
## 1649          Rural            105.47    never smoked 25.00           0
## 1650          Urban             68.19    never smoked 27.00           0
## 1651          Urban            210.00    never smoked 27.00           0
## 1652          Rural            114.47          smokes 26.00           0
## 1653          Urban             66.85         Unknown 24.00           0
## 1654          Rural             94.71          smokes 28.00           0
## 1655          Urban            208.05          smokes 26.00           0
## 1656          Rural            222.60          smokes 23.00           0
## 1657          Urban             80.81 formerly smoked 23.00           0
## 1658          Rural             64.51    never smoked 27.00           0
## 1659          Urban            151.56         Unknown 27.00           0
## 1660          Urban            199.14    never smoked 28.00           0
## 1661          Rural             73.41          smokes 26.00           0
## 1662          Urban            109.65 formerly smoked 27.00           0
## 1663          Rural             69.11    never smoked 23.00           0
## 1664          Urban            114.41    never smoked 26.00           0
## 1665          Urban            103.46    never smoked 24.00           0
## 1666          Rural             95.36    never smoked 27.00           0
## 1667          Urban             57.33         Unknown 28.00           0
## 1668          Rural            191.48          smokes 30.98           0
## 1669          Rural             71.63         Unknown 23.00           0
## 1670          Urban             94.00         Unknown 23.00           0
## 1671          Rural             93.77         Unknown 26.00           0
## 1672          Urban             84.75         Unknown 26.00           0
## 1673          Rural             89.24 formerly smoked 27.00           0
## 1674          Urban             70.13    never smoked 27.00           0
## 1675          Urban             82.26 formerly smoked 25.00           0
## 1676          Urban            200.16    never smoked 25.00           0
## 1677          Urban             80.73          smokes 24.00           0
## 1678          Urban             75.09 formerly smoked 23.00           0
## 1679          Urban             80.57    never smoked 23.00           0
## 1680          Rural             77.04 formerly smoked 24.00           0
## 1681          Urban            145.26         Unknown 24.00           0
## 1682          Urban            190.40 formerly smoked 25.00           0
## 1683          Urban             82.08 formerly smoked 25.00           0
## 1684          Rural            103.35 formerly smoked 26.00           0
## 1685          Urban             97.46         Unknown 28.00           0
## 1686          Urban            123.65          smokes 25.00           0
## 1687          Urban             87.96 formerly smoked 23.00           0
## 1688          Urban             85.92          smokes 24.00           0
## 1689          Urban             80.80    never smoked 28.00           0
## 1690          Rural             99.30    never smoked 27.00           0
## 1691          Rural             62.56    never smoked 26.00           0
## 1692          Urban            144.20          smokes 23.00           0
## 1693          Urban             71.38    never smoked 24.00           0
## 1694          Urban             95.50         Unknown 28.00           0
## 1695          Urban             67.06    never smoked 25.00           0
## 1696          Rural             70.16 formerly smoked 23.00           0
## 1697          Urban            104.24         Unknown 24.00           0
## 1698          Rural            122.48          smokes 26.00           0
## 1699          Urban            215.90          smokes 27.00           0
## 1700          Rural            108.56 formerly smoked 28.00           0
## 1701          Urban             69.88         Unknown 23.00           0
## 1702          Rural             91.54         Unknown 20.89           0
## 1703          Rural             65.85         Unknown 23.00           0
## 1704          Rural             60.74    never smoked 26.00           0
## 1705          Rural            233.52    never smoked 26.00           0
## 1706          Urban            110.70    never smoked 27.00           0
## 1707          Rural             78.93 formerly smoked 24.00           0
## 1708          Urban            124.50         Unknown 25.00           0
## 1709          Urban             57.95         Unknown 23.00           0
## 1710          Rural             92.82         Unknown 24.00           0
## 1711          Rural             58.25          smokes 24.00           0
## 1712          Rural            213.54    never smoked 27.00           0
## 1713          Urban             74.86    never smoked 27.00           0
## 1714          Urban             78.35         Unknown 25.00           0
## 1715          Urban            101.26         Unknown 24.00           0
## 1716          Urban             86.87         Unknown 27.00           0
## 1717          Rural            124.01         Unknown 24.00           0
## 1718          Urban             83.41    never smoked 27.00           0
## 1719          Urban            188.69 formerly smoked 28.00           0
## 1720          Rural             86.51 formerly smoked 25.00           0
## 1721          Rural             70.65         Unknown 25.00           0
## 1722          Rural             92.40         Unknown 26.00           0
## 1723          Urban             73.36    never smoked 26.00           0
## 1724          Urban            219.50 formerly smoked 23.00           0
## 1725          Rural            105.73    never smoked 23.00           0
## 1726          Rural             83.79          smokes 26.00           0
## 1727          Urban             58.02         Unknown 24.00           0
## 1728          Rural             61.94 formerly smoked 25.00           0
## 1729          Rural             99.71         Unknown 26.00           0
## 1730          Rural             63.19    never smoked 28.00           0
## 1731          Rural            107.11          smokes 27.00           0
## 1732          Urban             56.84          smokes 24.00           0
## 1733          Rural            217.66 formerly smoked 27.00           0
## 1734          Rural             77.19          smokes 27.00           0
## 1735          Rural             76.22 formerly smoked 23.00           0
## 1736          Rural            155.32 formerly smoked 24.00           0
## 1737          Urban             70.67          smokes 23.48           0
## 1738          Urban            227.16    never smoked 28.00           0
## 1739          Rural             58.69 formerly smoked 24.00           0
## 1740          Urban             88.85         Unknown 28.00           0
## 1741          Urban            137.94    never smoked 23.00           0
## 1742          Urban             60.60    never smoked 27.00           0
## 1743          Rural             93.67    never smoked 25.00           0
## 1744          Urban             79.56    never smoked 24.00           0
## 1745          Rural            122.46    never smoked 28.00           0
## 1746          Urban             92.32    never smoked 24.00           0
## 1747          Rural             80.63          smokes 28.00           0
## 1748          Urban             92.32          smokes 28.00           0
## 1749          Urban             59.89    never smoked 28.00           0
## 1750          Urban             80.57          smokes 24.00           0
## 1751          Urban             88.52 formerly smoked 26.00           0
## 1752          Urban             88.82 formerly smoked 25.00           0
## 1753          Rural            102.08          smokes 24.00           0
## 1754          Urban             71.38 formerly smoked 24.00           0
## 1755          Rural             84.90    never smoked 23.00           0
## 1756          Urban             82.21         Unknown 26.00           0
## 1757          Rural            209.90          smokes 28.00           0
## 1758          Urban             74.05         Unknown 27.00           0
## 1759          Urban             90.46         Unknown 24.00           0
## 1760          Rural            176.48 formerly smoked 28.00           0
## 1761          Urban             94.07    never smoked 28.00           0
## 1762          Urban             85.12 formerly smoked 28.00           0
## 1763          Urban             71.81         Unknown 23.00           0
## 1764          Rural            111.93    never smoked 26.00           0
## 1765          Urban             94.40         Unknown 26.00           0
## 1766          Urban             70.00         Unknown 25.00           0
## 1767          Rural             95.57          smokes 24.00           0
## 1768          Urban             91.98         Unknown 28.00           0
## 1769          Urban             66.29          smokes 26.00           0
## 1770          Rural            211.88    never smoked 23.00           0
## 1771          Rural             76.55          smokes 27.00           0
## 1772          Urban             56.67    never smoked 23.00           0
## 1773          Rural            100.52         Unknown 26.00           0
## 1774          Rural             58.96         Unknown 25.00           0
## 1775          Rural             81.66 formerly smoked 26.00           0
## 1776          Rural             96.77    never smoked 23.00           0
## 1777          Rural             91.63          smokes 23.00           0
## 1778          Urban             97.51         Unknown 24.00           0
## 1779          Rural            225.60    never smoked 26.00           0
## 1780          Rural             95.58          smokes 25.00           0
## 1781          Rural            210.23    never smoked 23.00           0
## 1782          Urban             92.82    never smoked 24.00           0
## 1783          Rural            234.82    never smoked 27.00           0
## 1784          Rural             65.67         Unknown 26.00           0
## 1785          Urban             74.51         Unknown 23.00           0
## 1786          Rural             81.99 formerly smoked 28.00           0
## 1787          Urban             87.69 formerly smoked 27.00           0
## 1788          Rural            125.29    never smoked 28.00           0
## 1789          Rural            111.64         Unknown 23.00           0
## 1790          Urban             70.93    never smoked 28.00           0
## 1791          Urban             89.93    never smoked 28.00           0
## 1792          Rural            137.45         Unknown 24.00           0
## 1793          Rural             72.06 formerly smoked 24.00           0
## 1794          Rural             97.90 formerly smoked 28.00           0
## 1795          Urban             84.85         Unknown 27.00           0
## 1796          Rural            230.59 formerly smoked 28.00           0
## 1797          Rural             92.81         Unknown 23.00           0
## 1798          Urban            168.15    never smoked 25.00           0
## 1799          Urban            224.63    never smoked 26.00           0
## 1800          Urban            108.12         Unknown 24.00           0
## 1801          Rural             85.17          smokes 24.00           0
## 1802          Urban             84.14    never smoked 28.23           0
## 1803          Rural             85.57 formerly smoked 25.00           0
## 1804          Urban             82.81    never smoked 24.00           0
## 1805          Urban            110.53    never smoked 27.00           0
## 1806          Rural             61.88         Unknown 24.00           0
## 1807          Urban             85.04    never smoked 27.00           0
## 1808          Urban            140.40          smokes 25.00           0
## 1809          Urban             62.27         Unknown 24.00           0
## 1810          Rural             99.44    never smoked 23.00           0
## 1811          Rural             88.90         Unknown 23.00           0
## 1812          Urban             64.10         Unknown 23.00           0
## 1813          Urban             97.58         Unknown 28.00           0
## 1814          Rural             58.66    never smoked 24.00           0
## 1815          Urban             88.24         Unknown 28.90           0
## 1816          Urban             61.32          smokes 23.00           0
## 1817          Urban            185.71         Unknown 26.00           0
## 1818          Rural             62.99 formerly smoked 24.00           0
## 1819          Urban             86.04          smokes 26.00           0
## 1820          Rural             83.30 formerly smoked 23.00           0
## 1821          Urban            208.17    never smoked 26.00           0
## 1822          Rural            133.20         Unknown 26.00           0
## 1823          Rural             81.54         Unknown 27.00           0
## 1824          Rural            146.61    never smoked 26.00           0
## 1825          Urban             79.33         Unknown 28.00           0
## 1826          Rural             84.56    never smoked 27.00           0
## 1827          Rural            103.44    never smoked 27.00           0
## 1828          Urban            185.31    never smoked 23.00           0
## 1829          Urban            102.53 formerly smoked 25.00           0
## 1830          Urban             65.78         Unknown 23.00           0
## 1831          Rural             62.60    never smoked 25.00           0
## 1832          Rural             81.18         Unknown 24.00           0
## 1833          Rural             76.68          smokes 27.00           0
## 1834          Urban             92.86 formerly smoked 27.00           0
## 1835          Urban             90.95          smokes 27.00           0
## 1836          Urban             85.66    never smoked 21.47           0
## 1837          Urban             88.20          smokes 25.00           0
## 1838          Urban            203.04          smokes 23.00           0
## 1839          Rural             68.37          smokes 28.00           0
## 1840          Urban             77.32         Unknown 26.00           0
## 1841          Rural            187.87    never smoked 25.00           0
## 1842          Rural            213.87    never smoked 27.00           0
## 1843          Rural            119.62         Unknown 28.00           0
## 1844          Urban            222.85 formerly smoked 26.00           0
## 1845          Rural            100.82         Unknown 28.00           0
## 1846          Rural            136.10         Unknown 25.00           0
## 1847          Rural            149.42         Unknown 23.00           0
## 1848          Rural             79.99    never smoked 23.00           0
## 1849          Rural            118.21         Unknown 24.00           0
## 1850          Rural             56.30         Unknown 29.82           0
## 1851          Rural             84.49    never smoked 26.00           0
## 1852          Rural             89.61    never smoked 27.00           0
## 1853          Rural            100.09         Unknown 23.00           0
## 1854          Urban            198.36          smokes 23.00           0
## 1855          Rural             93.61    never smoked 23.00           0
## 1856          Rural             75.43          smokes 24.00           0
## 1857          Urban            100.31          smokes 25.00           0
## 1858          Rural            105.63    never smoked 24.00           0
## 1859          Rural             82.84    never smoked 26.00           0
## 1860          Urban             58.88         Unknown 27.00           0
## 1861          Urban             92.27 formerly smoked 26.00           0
## 1862          Urban            115.23    never smoked 24.00           0
## 1863          Urban            196.25          smokes 25.00           0
## 1864          Rural             85.97         Unknown 23.00           0
## 1865          Urban            114.33          smokes 27.00           0
## 1866          Rural             72.52    never smoked 26.00           0
## 1867          Rural             99.87 formerly smoked 23.00           0
## 1868          Rural             63.47         Unknown 25.00           0
## 1869          Urban             90.58         Unknown 25.00           0
## 1870          Rural             92.26         Unknown 26.00           0
## 1871          Urban            113.74          smokes 28.00           0
## 1872          Urban             72.79          smokes 23.00           0
## 1873          Rural             94.71          smokes 23.00           0
## 1874          Rural            194.53    never smoked 27.00           0
## 1875          Urban             72.65         Unknown 24.00           0
## 1876          Urban             86.68 formerly smoked 23.00           0
## 1877          Rural            140.39    never smoked 23.00           0
## 1878          Rural             77.87         Unknown 28.00           0
## 1879          Rural            104.70 formerly smoked 24.00           0
## 1880          Urban             95.82    never smoked 27.00           0
## 1881          Urban            204.05    never smoked 23.00           0
## 1882          Urban            130.56         Unknown 25.00           0
## 1883          Urban             67.78          smokes 25.00           0
## 1884          Urban            105.29 formerly smoked 28.00           0
## 1885          Urban            135.19          smokes 26.00           0
## 1886          Urban            116.12          smokes 24.00           0
## 1887          Rural             59.63    never smoked 25.00           0
## 1888          Rural             56.43 formerly smoked 28.00           0
## 1889          Rural            199.18    never smoked 24.00           0
## 1890          Rural            209.26 formerly smoked 25.00           0
## 1891          Urban             91.21    never smoked 25.00           0
## 1892          Urban             95.16 formerly smoked 26.00           0
## 1893          Urban            217.11    never smoked 23.00           0
## 1894          Urban            222.46    never smoked 25.00           0
## 1895          Rural             70.96         Unknown 23.00           0
## 1896          Rural             82.44    never smoked 28.00           0
## 1897          Rural             74.11          smokes 25.00           0
## 1898          Urban            131.23         Unknown 23.00           0
## 1899          Urban            187.52    never smoked 27.00           0
## 1900          Rural             83.26    never smoked 27.00           0
## 1901          Rural             99.07         Unknown 23.00           0
## 1902          Urban             76.63    never smoked 23.00           0
## 1903          Rural             65.09    never smoked 23.00           0
## 1904          Urban            142.31          smokes 24.00           0
## 1905          Urban             80.99         Unknown 27.00           0
## 1906          Rural            237.74    never smoked 26.00           0
## 1907          Urban             74.26 formerly smoked 28.00           0
## 1908          Rural            154.08 formerly smoked 28.00           0
## 1909          Rural             78.29    never smoked 25.00           0
## 1910          Urban            164.67         Unknown 26.00           0
## 1911          Rural             59.61         Unknown 24.00           0
## 1912          Urban             67.75 formerly smoked 24.00           0
## 1913          Urban             92.73    never smoked 27.00           0
## 1914          Urban             90.35    never smoked 26.00           0
## 1915          Rural             77.86    never smoked 23.00           0
## 1916          Rural             71.88    never smoked 24.00           0
## 1917          Urban            118.82          smokes 27.00           0
## 1918          Urban             67.33         Unknown 24.00           0
## 1919          Urban            121.66          smokes 27.00           0
## 1920          Rural            111.92         Unknown 24.00           0
## 1921          Urban             92.82 formerly smoked 24.00           0
## 1922          Rural             95.46          smokes 25.00           0
## 1923          Urban             59.99    never smoked 28.00           0
## 1924          Rural             68.96         Unknown 25.00           0
## 1925          Urban             90.26    never smoked 27.00           0
## 1926          Rural             91.90 formerly smoked 26.00           0
## 1927          Urban             91.08    never smoked 27.00           0
## 1928          Rural            118.55         Unknown 23.00           0
## 1929          Rural            102.04         Unknown 28.00           0
## 1930          Rural             65.52         Unknown 27.00           0
## 1931          Urban             82.09    never smoked 27.00           0
## 1932          Rural            149.90         Unknown 23.00           0
## 1933          Rural            100.33    never smoked 28.00           0
## 1934          Urban             91.25         Unknown 28.00           0
## 1935          Rural             89.81    never smoked 25.00           0
## 1936          Urban             97.32          smokes 21.51           0
## 1937          Rural             75.53    never smoked 28.00           0
## 1938          Rural            121.44    never smoked 26.00           0
## 1939          Urban             83.52    never smoked 25.00           0
## 1940          Rural             57.92         Unknown 24.00           0
## 1941          Rural             75.27    never smoked 24.00           0
## 1942          Urban             80.24    never smoked 28.00           0
## 1943          Urban             88.69         Unknown 28.00           0
## 1944          Urban             69.09 formerly smoked 24.00           0
## 1945          Rural             62.67    never smoked 25.00           0
## 1946          Urban             98.74    never smoked 23.00           0
## 1947          Rural             56.51          smokes 23.00           0
## 1948          Rural             65.95    never smoked 29.63           0
## 1949          Urban            129.07         Unknown 24.00           0
## 1950          Urban             62.47    never smoked 29.98           0
## 1951          Urban             69.82    never smoked 25.00           0
## 1952          Urban             99.68         Unknown 26.00           0
## 1953          Urban            223.35 formerly smoked 26.00           0
## 1954          Rural             74.36    never smoked 27.00           0
## 1955          Rural            102.97 formerly smoked 27.00           0
## 1956          Urban            153.38    never smoked 28.00           0
## 1957          Rural             87.10    never smoked 23.00           0
## 1958          Urban            113.40         Unknown 23.62           0
## 1959          Rural             94.88         Unknown 25.07           0
## 1960          Urban             82.73         Unknown 25.00           0
## 1961          Rural             67.80         Unknown 28.00           0
## 1962          Urban             84.85    never smoked 25.00           0
## 1963          Rural            135.89 formerly smoked 25.00           0
## 1964          Urban            106.13    never smoked 24.00           0
## 1965          Rural             74.33          smokes 26.00           0
## 1966          Rural            109.40         Unknown 28.00           0
## 1967          Rural             75.40         Unknown 25.49           0
## 1968          Rural             87.69 formerly smoked 28.00           0
## 1969          Urban             95.85          smokes 27.00           0
## 1970          Urban             90.36 formerly smoked 23.00           0
## 1971          Rural             63.45 formerly smoked 26.00           0
## 1972          Rural            201.07         Unknown 27.00           0
## 1973          Urban            122.91    never smoked 28.00           0
## 1974          Rural             55.41         Unknown 23.00           0
## 1975          Urban             60.99         Unknown 27.00           0
## 1976          Rural            111.77         Unknown 23.00           0
## 1977          Urban             77.63    never smoked 23.00           0
## 1978          Urban             70.61    never smoked 25.00           0
## 1979          Urban            124.34 formerly smoked 27.73           0
## 1980          Urban            103.44    never smoked 25.00           0
## 1981          Urban            124.50         Unknown 24.00           0
## 1982          Urban            208.06          smokes 28.00           0
## 1983          Urban             75.50    never smoked 23.00           0
## 1984          Urban             98.85    never smoked 23.00           0
## 1985          Rural             96.06         Unknown 27.00           0
## 1986          Rural             93.74         Unknown 24.00           0
## 1987          Urban             65.60    never smoked 28.00           0
## 1988          Urban            113.24         Unknown 27.00           0
## 1989          Rural             94.77         Unknown 28.00           0
## 1990          Urban            145.22         Unknown 28.00           0
## 1991          Urban            112.92         Unknown 28.00           0
## 1992          Rural             84.79 formerly smoked 28.00           0
## 1993          Urban            103.28          smokes 25.00           0
## 1994          Urban            109.00         Unknown 26.00           0
## 1995          Rural             96.18    never smoked 26.00           0
## 1996          Rural            186.95    never smoked 28.00           0
## 1997          Urban             68.66         Unknown 26.00           0
## 1998          Rural            128.72          smokes 26.00           0
## 1999          Urban             85.04 formerly smoked 27.00           0
## 2000          Rural            146.97         Unknown 26.00           0
## 2001          Urban             65.69    never smoked 23.00           0
## 2002          Rural             97.52 formerly smoked 23.00           0
## 2003          Rural             90.43    never smoked 23.00           0
## 2004          Urban             81.71         Unknown 25.00           0
## 2005          Rural            198.24    never smoked 26.00           0
## 2006          Rural             90.51    never smoked 24.00           0
## 2007          Urban             97.78          smokes 28.00           0
## 2008          Urban             80.74         Unknown 25.00           0
## 2009          Rural             57.02         Unknown 27.00           0
## 2010          Rural             93.00    never smoked 24.73           0
## 2011          Rural             95.37         Unknown 24.00           0
## 2012          Rural             96.25 formerly smoked 23.00           0
## 2013          Rural             86.74         Unknown 23.00           0
## 2014          Urban             63.08          smokes 24.00           0
## 2015          Urban            129.16          smokes 24.00           0
## 2016          Urban             99.79         Unknown 25.07           0
## 2017          Urban             83.34    never smoked 24.00           0
## 2018          Urban             95.01 formerly smoked 24.00           0
## 2019          Urban            229.21          smokes 27.00           0
## 2020          Urban             80.08    never smoked 26.77           0
## 2021          Rural             62.00          smokes 27.00           0
## 2022          Rural            118.69         Unknown 26.00           0
## 2023          Rural             77.57         Unknown 26.00           0
## 2024          Rural            108.75         Unknown 24.00           0
## 2025          Urban            108.23         Unknown 24.10           0
## 2026          Rural            151.33 formerly smoked 27.00           0
## 2027          Rural             82.43         Unknown 26.76           0
## 2028          Rural            107.17         Unknown 24.00           0
## 2029          Rural             91.46    never smoked 25.00           0
## 2030          Urban             81.05         Unknown 28.00           0
## 2031          Urban             73.02         Unknown 26.00           0
## 2032          Urban            114.37         Unknown 26.00           0
## 2033          Urban            100.29    never smoked 24.00           0
## 2034          Urban             68.37          smokes 26.00           0
## 2035          Rural             87.95    never smoked 28.00           0
## 2036          Urban             73.27          smokes 26.00           0
## 2037          Rural            131.43         Unknown 23.00           0
## 2038          Urban            107.29    never smoked 24.00           0
## 2039          Rural             68.24         Unknown 25.00           0
## 2040          Urban             74.01          smokes 25.00           0
## 2041          Urban             95.40         Unknown 25.00           0
## 2042          Rural             95.75          smokes 18.40           0
## 2043          Urban            104.51         Unknown 23.00           0
## 2044          Rural            108.87         Unknown 28.00           0
## 2045          Urban            209.06         Unknown 24.00           0
## 2046          Rural             86.57         Unknown 24.00           0
## 2047          Urban            120.25         Unknown 28.00           0
## 2048          Rural             85.51          smokes 24.00           0
## 2049          Rural             84.18    never smoked 27.00           0
## 2050          Urban             82.37    never smoked 23.00           0
## 2051          Rural             96.15         Unknown 27.00           0
## 2052          Rural             74.55    never smoked 25.00           0
## 2053          Urban            114.45          smokes 25.00           0
## 2054          Rural            113.68    never smoked 23.00           0
## 2055          Rural            107.91    never smoked 28.00           0
## 2056          Rural             83.85    never smoked 26.00           0
## 2057          Urban            101.30         Unknown 25.00           0
## 2058          Rural             72.13    never smoked 24.00           0
## 2059          Urban             94.98    never smoked 27.00           0
## 2060          Rural            228.42 formerly smoked 26.00           0
## 2061          Rural             93.90    never smoked 27.00           0
## 2062          Urban             93.13         Unknown 25.00           0
## 2063          Urban            121.60    never smoked 24.00           0
## 2064          Rural             84.40 formerly smoked 21.80           0
## 2065          Rural             82.13    never smoked 27.00           0
## 2066          Urban             73.33    never smoked 26.00           0
## 2067          Urban             75.88         Unknown 28.00           0
## 2068          Rural            212.97 formerly smoked 26.00           0
## 2069          Rural            100.41    never smoked 26.00           0
## 2070          Urban            202.05          smokes 26.00           0
## 2071          Urban             71.42          smokes 23.00           0
## 2072          Rural            107.50    never smoked 27.00           0
## 2073          Rural             55.57 formerly smoked 25.00           0
## 2074          Urban             58.14    never smoked 27.00           0
## 2075          Rural             78.53         Unknown 25.00           0
## 2076          Urban             78.79          smokes 28.00           0
## 2077          Urban             96.62         Unknown 26.00           0
## 2078          Rural             65.28    never smoked 26.00           0
## 2079          Rural             92.67 formerly smoked 25.00           0
## 2080          Rural            206.25         Unknown 24.00           0
## 2081          Urban            114.18    never smoked 23.00           0
## 2082          Rural            231.69 formerly smoked 26.00           0
## 2083          Rural            101.89          smokes 23.00           0
## 2084          Urban            107.22          smokes 28.00           0
## 2085          Rural            101.99    never smoked 24.00           0
## 2086          Rural             72.56 formerly smoked 25.00           0
## 2087          Urban             94.47    never smoked 27.00           0
## 2088          Urban             98.76          smokes 25.00           0
## 2089          Rural            116.93    never smoked 27.00           0
## 2090          Rural            219.96    never smoked 26.00           0
## 2091          Urban             75.77    never smoked 26.00           0
## 2092          Urban            124.35         Unknown 28.00           0
## 2093          Urban             88.97    never smoked 26.00           0
## 2094          Rural             72.49    never smoked 26.00           0
## 2095          Rural            107.27         Unknown 28.00           0
## 2096          Rural             97.96    never smoked 24.00           0
## 2097          Urban            197.69          smokes 28.00           0
## 2098          Rural            112.30         Unknown 24.00           0
## 2099          Urban             75.77 formerly smoked 25.00           0
## 2100          Urban             76.51         Unknown 27.00           0
## 2101          Urban             93.14    never smoked 24.00           0
## 2102          Rural             80.84         Unknown 23.00           0
## 2103          Rural            199.88 formerly smoked 23.00           0
## 2104          Rural             77.48 formerly smoked 24.00           0
## 2105          Rural             65.34    never smoked 25.00           0
## 2106          Urban             81.96 formerly smoked 28.00           0
## 2107          Urban             98.71 formerly smoked 23.00           0
## 2108          Rural            170.22 formerly smoked 28.00           0
## 2109          Urban             73.50          smokes 24.00           0
## 2110          Rural             72.39          smokes 26.00           0
## 2111          Urban            102.96 formerly smoked 28.00           0
## 2112          Urban             80.72 formerly smoked 29.99           0
## 2113          Urban             74.19 formerly smoked 28.00           0
## 2114          Urban             77.12 formerly smoked 27.00           0
## 2115          Urban             81.20         Unknown 24.00           0
## 2116          Rural            114.76    never smoked 28.00           0
## 2117          Urban            109.97         Unknown 25.63           0
## 2118          Urban             92.87    never smoked 26.00           0
## 2119          Urban            113.05          smokes 27.00           0
## 2120          Urban             68.24 formerly smoked 24.00           0
## 2121          Rural             74.35          smokes 28.00           0
## 2122          Urban             91.08    never smoked 25.00           0
## 2123          Urban             88.83          smokes 24.00           0
## 2124          Rural            134.33         Unknown 25.00           0
## 2125          Rural            208.78         Unknown 28.00           0
## 2126          Rural             66.17    never smoked 28.00           0
## 2127          Rural            222.29    never smoked 28.00           0
## 2128          Rural            114.16          smokes 27.00           0
## 2129          Rural             61.67         Unknown 26.00           0
## 2130          Rural            220.36 formerly smoked 28.00           0
## 2131          Urban             76.03    never smoked 23.00           0
## 2132          Urban             73.06    never smoked 27.00           0
## 2133          Urban            187.88 formerly smoked 28.00           0
## 2134          Urban             79.89         Unknown 26.00           0
## 2135          Rural             79.02         Unknown 25.00           0
## 2136          Rural            191.66          smokes 23.00           0
## 2137          Urban             76.74         Unknown 24.00           0
## 2138          Urban             72.29         Unknown 27.06           0
## 2139          Urban             92.59 formerly smoked 28.00           0
## 2140          Rural             80.42 formerly smoked 27.00           0
## 2141          Rural             62.47 formerly smoked 26.00           0
## 2142          Rural             63.94    never smoked 25.00           0
## 2143          Rural             77.73    never smoked 27.00           0
## 2144          Rural            115.79         Unknown 25.00           0
## 2145          Urban             96.30          smokes 23.00           0
## 2146          Rural            107.46    never smoked 28.00           0
## 2147          Rural            108.33    never smoked 28.00           0
## 2148          Rural             89.37    never smoked 26.00           0
## 2149          Urban             93.64         Unknown 32.40           0
## 2150          Urban            217.75    never smoked 23.00           0
## 2151          Rural             83.44         Unknown 26.00           0
## 2152          Rural             93.88          smokes 23.00           0
## 2153          Urban             55.34         Unknown 27.00           0
## 2154          Rural            102.61         Unknown 26.00           0
## 2155          Rural             62.08         Unknown 28.00           0
## 2156          Rural             81.76 formerly smoked 27.00           0
## 2157          Urban             59.20    never smoked 23.00           0
## 2158          Urban             55.61         Unknown 26.00           0
## 2159          Urban            226.88 formerly smoked 26.00           0
## 2160          Urban             65.66    never smoked 25.00           0
## 2161          Urban             58.70          smokes 28.00           0
## 2162          Urban            186.40    never smoked 26.00           0
## 2163          Urban            122.32         Unknown 26.00           0
## 2164          Urban             59.05         Unknown 27.00           0
## 2165          Urban            149.13          smokes 27.00           0
## 2166          Urban             82.39    never smoked 25.00           0
## 2167          Rural            169.49         Unknown 27.00           0
## 2168          Rural             80.25 formerly smoked 27.00           0
## 2169          Urban            203.81 formerly smoked 28.00           0
## 2170          Urban            170.76         Unknown 24.00           0
## 2171          Rural             80.85         Unknown 25.00           0
## 2172          Rural            120.58    never smoked 24.00           0
## 2173          Rural             86.57 formerly smoked 28.61           0
## 2174          Urban             90.01          smokes 27.00           0
## 2175          Rural             68.84 formerly smoked 24.00           0
## 2176          Rural            155.14         Unknown 24.00           0
## 2177          Urban            158.48 formerly smoked 27.00           0
## 2178          Rural             92.56         Unknown 25.00           0
## 2179          Rural             90.15 formerly smoked 28.00           0
## 2180          Rural             80.09    never smoked 23.00           0
## 2181          Rural            189.44    never smoked 26.24           0
## 2182          Rural             70.03          smokes 23.00           0
## 2183          Rural            249.29          smokes 27.00           0
## 2184          Rural             72.52         Unknown 23.00           0
## 2185          Urban             96.93          smokes 25.00           0
## 2186          Urban            211.35 formerly smoked 26.00           0
## 2187          Rural             85.87         Unknown 25.00           0
## 2188          Rural             60.96    never smoked 21.27           0
## 2189          Urban            120.09    never smoked 23.00           0
## 2190          Urban             92.13    never smoked 23.00           0
## 2191          Urban             83.07          smokes 23.00           0
## 2192          Rural             77.67         Unknown 25.00           0
## 2193          Urban            109.51    never smoked 25.00           0
## 2194          Urban             97.24    never smoked 24.00           0
## 2195          Rural            127.29         Unknown 27.00           0
## 2196          Urban            134.80    never smoked 25.00           0
## 2197          Urban             74.65 formerly smoked 28.00           0
## 2198          Urban             85.84    never smoked 23.00           0
## 2199          Urban             90.43          smokes 24.00           0
## 2200          Urban             74.35    never smoked 22.19           0
## 2201          Urban            206.59          smokes 26.00           0
## 2202          Urban            196.33    never smoked 25.00           0
## 2203          Rural             70.23    never smoked 25.00           0
## 2204          Urban            242.94    never smoked 25.00           0
## 2205          Rural            103.06    never smoked 25.00           0
## 2206          Urban             80.86          smokes 24.00           0
## 2207          Urban            114.32          smokes 26.00           0
## 2208          Urban             83.91         Unknown 25.86           0
## 2209          Rural            152.02 formerly smoked 24.00           0
## 2210          Rural             75.19    never smoked 27.00           0
## 2211          Urban             60.61 formerly smoked 28.00           0
## 2212          Rural             89.14 formerly smoked 25.00           0
## 2213          Urban             97.23         Unknown 24.00           0
## 2214          Rural            135.19    never smoked 28.00           0
## 2215          Urban             78.48 formerly smoked 27.00           0
## 2216          Rural             97.24         Unknown 24.00           0
## 2217          Urban             75.92    never smoked 25.00           0
## 2218          Urban             93.30         Unknown 24.00           0
## 2219          Urban             97.39         Unknown 26.00           0
## 2220          Rural            134.61    never smoked 25.95           0
## 2221          Rural            104.02    never smoked 25.00           0
## 2222          Urban             56.90    never smoked 25.00           0
## 2223          Rural            112.66         Unknown 23.00           0
## 2224          Rural            226.75         Unknown 26.00           0
## 2225          Rural             76.28 formerly smoked 28.00           0
## 2226          Urban             90.01 formerly smoked 27.00           0
## 2227          Rural            107.84 formerly smoked 25.00           0
## 2228          Rural             71.06    never smoked 28.00           0
## 2229          Urban            185.00    never smoked 25.00           0
## 2230          Rural            104.42          smokes 25.00           0
## 2231          Urban             89.57         Unknown 28.00           0
## 2232          Rural            136.20         Unknown 25.00           0
## 2233          Urban            128.23    never smoked 26.00           0
## 2234          Rural            104.23          smokes 24.00           0
## 2235          Urban            133.82    never smoked 25.00           0
## 2236          Rural             80.82    never smoked 23.00           0
## 2237          Rural            102.35    never smoked 28.00           0
## 2238          Rural             88.48    never smoked 26.00           0
## 2239          Rural             88.81         Unknown 23.00           0
## 2240          Rural             75.09    never smoked 28.00           0
## 2241          Urban            199.83         Unknown 27.00           0
## 2242          Rural             73.69         Unknown 25.00           0
## 2243          Urban            111.27         Unknown 25.00           0
## 2244          Rural             68.44          smokes 28.00           0
## 2245          Urban             65.36    never smoked 26.00           0
## 2246          Urban             94.12    never smoked 26.00           0
## 2247          Rural             96.24    never smoked 27.00           0
## 2248          Rural             91.25         Unknown 28.00           0
## 2249          Rural             77.29    never smoked 23.00           0
## 2250          Rural            125.09         Unknown 28.00           0
## 2251          Urban            107.18    never smoked 23.00           0
## 2252          Urban            130.07    never smoked 26.00           0
## 2253          Urban             57.30    never smoked 26.00           0
## 2254          Rural            101.35    never smoked 25.00           0
## 2255          Rural             94.03    never smoked 28.00           0
## 2256          Urban            227.81 formerly smoked 23.00           0
## 2257          Urban             66.67          smokes 29.08           0
## 2258          Urban            240.81    never smoked 28.00           0
## 2259          Urban             88.02         Unknown 25.00           0
## 2260          Urban            152.87         Unknown 28.00           0
## 2261          Urban             96.04         Unknown 25.00           0
## 2262          Urban             60.35 formerly smoked 24.00           0
## 2263          Urban            118.66    never smoked 23.00           0
## 2264          Urban             89.03          smokes 25.00           0
## 2265          Urban             58.51 formerly smoked 26.00           0
## 2266          Urban             96.04 formerly smoked 28.00           0
## 2267          Rural            110.92         Unknown 24.00           0
## 2268          Rural             92.72    never smoked 24.00           0
## 2269          Rural            108.23         Unknown 28.00           0
## 2270          Rural             56.34         Unknown 27.00           0
## 2271          Rural             61.83    never smoked 24.00           0
## 2272          Rural            131.99    never smoked 28.00           0
## 2273          Rural            136.81          smokes 26.00           0
## 2274          Rural            239.28    never smoked 27.00           0
## 2275          Urban            131.30    never smoked 27.00           0
## 2276          Rural            117.75    never smoked 22.01           0
## 2277          Urban             78.46         Unknown 26.00           0
## 2278          Rural             83.53 formerly smoked 25.00           0
## 2279          Rural            145.50 formerly smoked 25.00           0
## 2280          Urban             88.33         Unknown 24.00           0
## 2281          Rural            101.25 formerly smoked 28.00           0
## 2282          Urban            131.43    never smoked 26.00           0
## 2283          Rural            231.50    never smoked 28.00           0
## 2284          Rural             82.89    never smoked 28.00           0
## 2285          Rural            192.37    never smoked 28.00           0
## 2286          Rural             79.64          smokes 26.00           0
## 2287          Rural             82.88         Unknown 32.09           0
## 2288          Rural             99.40    never smoked 24.00           0
## 2289          Urban             77.75          smokes 25.00           0
## 2290          Rural             75.03    never smoked 24.00           0
## 2291          Rural            220.47    never smoked 24.00           0
## 2292          Rural            196.91         Unknown 23.00           0
## 2293          Urban            180.80    never smoked 27.00           0
## 2294          Urban            247.48          smokes 24.00           0
## 2295          Urban            216.00          smokes 23.00           0
## 2296          Urban             75.64    never smoked 27.00           0
## 2297          Urban             95.07 formerly smoked 26.00           0
## 2298          Urban            129.97          smokes 27.00           0
## 2299          Urban            124.26    never smoked 23.00           0
## 2300          Urban             87.92         Unknown 23.00           0
## 2301          Rural             85.15         Unknown 25.00           0
## 2302          Rural             95.36          smokes 26.00           0
## 2303          Urban             87.16 formerly smoked 25.00           0
## 2304          Rural            219.39          smokes 25.00           0
## 2305          Urban             71.92         Unknown 23.00           0
## 2306          Urban            167.66         Unknown 26.00           0
## 2307          Rural             87.21         Unknown 27.00           0
## 2308          Rural            220.47          smokes 23.00           0
## 2309          Urban             80.47         Unknown 27.00           0
## 2310          Urban             89.95 formerly smoked 23.00           0
## 2311          Rural            111.32         Unknown 27.00           0
## 2312          Urban             65.01         Unknown 26.00           0
## 2313          Urban            110.07    never smoked 28.00           0
## 2314          Urban             60.56    never smoked 23.00           0
## 2315          Urban             89.83          smokes 28.00           0
## 2316          Rural             90.35         Unknown 23.00           0
## 2317          Urban             71.50          smokes 25.00           0
## 2318          Urban             71.71          smokes 26.00           0
## 2319          Urban            173.96 formerly smoked 28.00           0
## 2320          Urban             96.06    never smoked 25.00           0
## 2321          Urban            113.20          smokes 26.00           0
## 2322          Rural            106.03         Unknown 27.00           0
## 2323          Rural            111.38          smokes 27.00           0
## 2324          Rural             73.29          smokes 34.89           0
## 2325          Urban             65.71          smokes 27.03           0
## 2326          Rural             60.41         Unknown 26.00           0
## 2327          Urban             89.11    never smoked 25.00           0
## 2328          Urban             63.32 formerly smoked 24.00           0
## 2329          Urban             85.68    never smoked 24.00           0
## 2330          Urban            162.93         Unknown 27.00           0
## 2331          Rural             89.22         Unknown 25.00           0
## 2332          Rural             91.68 formerly smoked 24.80           0
## 2333          Urban            198.33          smokes 24.00           0
## 2334          Rural             85.81         Unknown 23.00           0
## 2335          Rural             79.59          smokes 24.00           0
## 2336          Rural            106.74 formerly smoked 25.00           0
## 2337          Urban            191.33    never smoked 23.00           0
## 2338          Rural             59.52    never smoked 23.00           0
## 2339          Rural            206.52          smokes 24.00           0
## 2340          Rural             80.07    never smoked 28.00           0
## 2341          Rural             64.92         Unknown 24.00           0
## 2342          Urban             80.00    never smoked 26.00           0
## 2343          Urban             75.06         Unknown 23.00           0
## 2344          Urban            112.20    never smoked 28.00           0
## 2345          Urban             91.18    never smoked 27.00           0
## 2346          Rural             85.81 formerly smoked 24.00           0
## 2347          Urban            148.37    never smoked 23.00           0
## 2348          Rural             64.55         Unknown 26.00           0
## 2349          Rural             97.31         Unknown 26.00           0
## 2350          Rural            111.15    never smoked 24.00           0
## 2351          Urban             80.97    never smoked 24.00           0
## 2352          Rural             89.88 formerly smoked 28.00           0
## 2353          Rural             62.66 formerly smoked 25.00           0
## 2354          Urban            122.25         Unknown 25.00           0
## 2355          Rural             87.08    never smoked 36.52           0
## 2356          Rural             85.00          smokes 24.67           0
## 2357          Urban            100.49          smokes 23.00           0
## 2358          Urban            145.37         Unknown 28.00           0
## 2359          Urban            112.19         Unknown 24.00           0
## 2360          Rural             79.73          smokes 24.00           0
## 2361          Rural            101.13 formerly smoked 25.00           0
## 2362          Urban            101.98         Unknown 17.38           0
## 2363          Rural             98.39          smokes 25.00           0
## 2364          Rural            128.04          smokes 25.00           0
## 2365          Urban             98.12         Unknown 26.00           0
## 2366          Urban            216.96         Unknown 25.00           0
## 2367          Rural             94.92         Unknown 26.00           0
## 2368          Rural             83.27 formerly smoked 28.00           0
## 2369          Rural             96.86         Unknown 28.00           0
## 2370          Rural             99.73 formerly smoked 24.00           0
## 2371          Rural             91.71         Unknown 23.00           0
## 2372          Rural             65.77          smokes 25.00           0
## 2373          Urban            161.57          smokes 25.00           0
## 2374          Rural             74.32    never smoked 23.00           0
## 2375          Rural            170.93         Unknown 24.00           0
## 2376          Urban             74.43    never smoked 26.00           0
## 2377          Rural             86.36 formerly smoked 27.00           0
## 2378          Rural             97.06         Unknown 25.00           0
## 2379          Rural            110.38         Unknown 27.00           0
## 2380          Rural             79.03         Unknown 23.00           0
## 2381          Rural             62.48    never smoked 25.00           0
## 2382          Rural             55.62    never smoked 25.00           0
## 2383          Rural             84.90    never smoked 27.00           0
## 2384          Rural            232.81         Unknown 27.00           0
## 2385          Rural             86.55          smokes 26.00           0
## 2386          Rural            118.61    never smoked 28.00           0
## 2387          Rural             80.21 formerly smoked 24.30           0
## 2388          Rural             65.96    never smoked 28.00           0
## 2389          Urban             61.34         Unknown 27.00           0
## 2390          Urban            116.60         Unknown 28.00           0
## 2391          Urban             85.13         Unknown 27.00           0
## 2392          Rural             86.32         Unknown 24.00           0
## 2393          Rural             69.22    never smoked 25.00           0
## 2394          Urban            140.93         Unknown 26.00           0
## 2395          Urban             83.43         Unknown 25.00           0
## 2396          Urban            207.95 formerly smoked 28.00           0
## 2397          Rural            134.29          smokes 24.00           0
## 2398          Urban            115.12         Unknown 25.00           0
## 2399          Urban             86.25    never smoked 25.00           0
## 2400          Rural            112.94    never smoked 24.00           0
## 2401          Rural             73.54          smokes 23.00           0
## 2402          Urban             80.86         Unknown 27.00           0
## 2403          Rural             83.91         Unknown 27.00           0
## 2404          Rural             69.91    never smoked 23.00           0
## 2405          Rural             95.62          smokes 25.00           0
## 2406          Urban             63.95    never smoked 27.00           0
## 2407          Rural            122.50         Unknown 26.00           0
## 2408          Rural             86.00    never smoked 23.00           0
## 2409          Urban            120.27    never smoked 26.00           0
## 2410          Urban             56.71         Unknown 24.00           0
## 2411          Rural            131.63    never smoked 23.00           0
## 2412          Urban             79.36    never smoked 27.00           0
## 2413          Urban            120.77    never smoked 25.00           0
## 2414          Rural            100.42          smokes 27.00           0
## 2415          Urban            155.86          smokes 27.00           0
## 2416          Rural             66.01          smokes 25.00           0
## 2417          Urban             86.99          smokes 25.00           0
## 2418          Urban             90.55    never smoked 26.68           0
## 2419          Rural            229.58         Unknown 23.00           0
## 2420          Urban             60.06          smokes 25.00           0
## 2421          Rural             65.66 formerly smoked 24.00           0
## 2422          Urban            104.70          smokes 27.00           0
## 2423          Urban            113.86    never smoked 25.00           0
## 2424          Rural             99.49         Unknown 23.00           0
## 2425          Urban            165.99    never smoked 25.00           0
## 2426          Urban            114.99         Unknown 23.00           0
## 2427          Urban             79.58         Unknown 27.00           0
## 2428          Rural             77.37    never smoked 27.00           0
## 2429          Urban             93.55    never smoked 28.00           0
## 2430          Urban            187.22         Unknown 24.00           0
## 2431          Rural            167.59 formerly smoked 27.00           0
## 2432          Urban             98.03          smokes 18.26           0
## 2433          Urban             88.79         Unknown 28.00           0
## 2434          Urban             92.90          smokes 28.00           0
## 2435          Urban            117.34    never smoked 27.00           0
## 2436          Urban             80.75    never smoked 23.72           0
## 2437          Rural             77.51         Unknown 24.00           0
## 2438          Urban            105.63         Unknown 25.00           0
## 2439          Urban            114.34          smokes 23.00           0
## 2440          Rural            227.04          smokes 26.00           0
## 2441          Urban             87.56    never smoked 25.00           0
## 2442          Urban             84.47          smokes 25.00           0
## 2443          Rural             96.26         Unknown 26.00           0
## 2444          Rural            116.64         Unknown 27.00           0
## 2445          Urban             79.57    never smoked 28.00           0
## 2446          Rural             78.44    never smoked 28.00           0
## 2447          Urban             64.15    never smoked 26.00           0
## 2448          Urban             74.50    never smoked 24.00           0
## 2449          Urban             70.32         Unknown 23.00           0
## 2450          Urban             84.48    never smoked 25.00           0
## 2451          Urban            144.08 formerly smoked 27.00           0
## 2452          Rural             78.14    never smoked 25.00           0
## 2453          Urban            133.58    never smoked 24.00           0
## 2454          Urban            214.42 formerly smoked 25.00           0
## 2455          Urban             80.63          smokes 28.00           0
## 2456          Rural            233.71    never smoked 22.71           0
## 2457          Urban             96.00          smokes 27.00           0
## 2458          Urban             74.52         Unknown 24.00           0
## 2459          Rural            131.40    never smoked 26.00           0
## 2460          Urban            216.40    never smoked 25.00           0
## 2461          Rural            108.80         Unknown 25.00           0
## 2462          Urban             97.06    never smoked 25.00           0
## 2463          Rural            266.59    never smoked 24.00           0
## 2464          Rural             55.58    never smoked 24.00           0
## 2465          Urban             65.87 formerly smoked 26.00           0
## 2466          Urban             89.28          smokes 27.00           0
## 2467          Urban             56.12         Unknown 25.00           0
## 2468          Urban             74.70 formerly smoked 24.00           0
## 2469          Urban             83.06         Unknown 24.00           0
## 2470          Urban            227.94         Unknown 28.00           0
## 2471          Rural             84.88    never smoked 28.00           0
## 2472          Urban             64.20         Unknown 28.00           0
## 2473          Rural            137.22         Unknown 27.00           0
## 2474          Urban             81.44 formerly smoked 26.00           0
## 2475          Rural             90.26         Unknown 24.00           0
## 2476          Urban             68.48    never smoked 24.00           0
## 2477          Urban            100.02    never smoked 26.00           0
## 2478          Urban            100.61         Unknown 23.00           0
## 2479          Urban            156.82         Unknown 24.00           0
## 2480          Urban             81.66         Unknown 25.00           0
## 2481          Rural            112.22         Unknown 26.00           0
## 2482          Urban             90.62         Unknown 27.49           0
## 2483          Rural             72.49    never smoked 25.00           0
## 2484          Urban            107.47         Unknown 28.00           0
## 2485          Rural             92.11    never smoked 28.00           0
## 2486          Rural             70.54 formerly smoked 23.00           0
## 2487          Rural            205.00    never smoked 24.00           0
## 2488          Rural            126.39          smokes 28.00           0
## 2489          Rural             89.72         Unknown 28.00           0
## 2490          Urban             92.08          smokes 28.00           0
## 2491          Urban             85.38         Unknown 28.00           0
## 2492          Rural             95.25    never smoked 23.00           0
## 2493          Rural             75.91         Unknown 27.00           0
## 2494          Rural            203.44 formerly smoked 28.00           0
## 2495          Urban            243.73          smokes 24.00           0
## 2496          Urban             88.23         Unknown 19.87           0
## 2497          Rural             97.47    never smoked 24.00           0
## 2498          Rural             59.28    never smoked 28.00           0
## 2499          Rural            101.15         Unknown 23.00           0
## 2500          Urban             68.38         Unknown 23.00           0
## 2501          Rural             55.46    never smoked 23.00           0
## 2502          Urban            113.87    never smoked 23.00           0
## 2503          Urban             67.03    never smoked 29.45           0
## 2504          Rural             96.35    never smoked 24.00           0
## 2505          Urban            127.21          smokes 23.00           0
## 2506          Urban             78.90    never smoked 28.00           0
## 2507          Urban             59.91 formerly smoked 24.00           0
## 2508          Urban            160.94          smokes 28.00           0
## 2509          Rural             59.61         Unknown 24.00           0
## 2510          Urban             87.94    never smoked 23.00           0
## 2511          Rural             97.55 formerly smoked 23.00           0
## 2512          Urban            116.02 formerly smoked 23.00           0
## 2513          Rural            127.32          smokes 24.00           0
## 2514          Urban             75.50          smokes 23.00           0
## 2515          Urban             79.35         Unknown 25.00           0
## 2516          Rural            176.25    never smoked 26.00           0
## 2517          Rural            108.56    never smoked 26.00           0
## 2518          Urban            168.06          smokes 24.00           0
## 2519          Urban             75.52 formerly smoked 24.00           0
## 2520          Rural             82.15 formerly smoked 25.00           0
## 2521          Urban            200.28 formerly smoked 24.00           0
## 2522          Rural             62.44          smokes 24.00           0
## 2523          Rural             84.31          smokes 20.49           0
## 2524          Rural            221.43         Unknown 25.00           0
## 2525          Urban            165.47         Unknown 25.00           0
## 2526          Rural             96.69          smokes 26.00           0
## 2527          Urban             63.98 formerly smoked 24.00           0
## 2528          Urban            145.03 formerly smoked 27.00           0
## 2529          Urban             98.53    never smoked 27.00           0
## 2530          Urban            105.55          smokes 26.00           0
## 2531          Rural            134.23         Unknown 24.00           0
## 2532          Rural             62.48         Unknown 27.00           0
## 2533          Urban            213.38         Unknown 25.00           0
## 2534          Rural             70.52 formerly smoked 27.00           0
## 2535          Urban             93.21    never smoked 24.00           0
## 2536          Rural             82.39         Unknown 25.00           0
## 2537          Rural             88.29          smokes 21.51           0
## 2538          Rural             80.18 formerly smoked 23.00           0
## 2539          Rural             84.02    never smoked 24.00           0
## 2540          Rural             69.72    never smoked 28.00           0
## 2541          Urban            192.16    never smoked 28.69           0
## 2542          Rural             82.27    never smoked 25.00           0
## 2543          Urban            101.87    never smoked 28.00           0
## 2544          Rural             77.55         Unknown 23.00           0
## 2545          Urban            215.72          smokes 26.00           0
## 2546          Rural             87.84         Unknown 28.00           0
## 2547          Rural             91.93    never smoked 26.00           0
## 2548          Urban             58.63    never smoked 23.00           0
## 2549          Urban            173.14          smokes 26.00           0
## 2550          Urban            106.83 formerly smoked 24.00           0
## 2551          Urban             84.44 formerly smoked 24.00           0
## 2552          Urban             92.16    never smoked 23.00           0
## 2553          Urban             85.96 formerly smoked 25.00           0
## 2554          Rural            202.57    never smoked 26.00           0
## 2555          Rural             65.41         Unknown 23.00           0
## 2556          Urban            102.51         Unknown 24.00           0
## 2557          Rural             62.60         Unknown 25.00           0
## 2558          Urban            150.10    never smoked 26.00           0
## 2559          Rural             94.15          smokes 27.00           0
## 2560          Urban             65.50    never smoked 27.00           0
## 2561          Urban             81.31    never smoked 27.00           0
## 2562          Rural             78.96    never smoked 23.00           0
## 2563          Rural            123.47         Unknown 26.00           0
## 2564          Urban             90.40    never smoked 24.00           0
## 2565          Urban             71.59    never smoked 25.00           0
## 2566          Rural            209.50 formerly smoked 25.00           0
## 2567          Urban             86.60         Unknown 26.00           0
## 2568          Urban             57.43 formerly smoked 24.00           0
## 2569          Rural             87.93    never smoked 24.00           0
## 2570          Rural            203.16         Unknown 24.00           0
## 2571          Rural            112.12    never smoked 24.00           0
## 2572          Urban             92.02    never smoked 24.00           0
## 2573          Rural             60.98 formerly smoked 23.00           0
## 2574          Urban             86.35    never smoked 27.00           0
## 2575          Rural             71.26         Unknown 26.00           0
## 2576          Urban             72.61    never smoked 27.00           0
## 2577          Urban            110.78    never smoked 27.00           0
## 2578          Urban             99.78    never smoked 27.00           0
## 2579          Rural            201.45          smokes 28.00           0
## 2580          Urban            127.78         Unknown 26.00           0
## 2581          Rural            121.32    never smoked 27.00           0
## 2582          Urban             83.89    never smoked 25.00           0
## 2583          Rural             74.06    never smoked 26.00           0
## 2584          Urban            206.15    never smoked 26.00           0
## 2585          Rural            102.90         Unknown 23.00           0
## 2586          Urban             65.48    never smoked 28.00           0
## 2587          Urban            123.23         Unknown 27.00           0
## 2588          Rural             71.30    never smoked 28.00           0
## 2589          Rural             79.05         Unknown 26.00           0
## 2590          Rural            102.21    never smoked 26.00           0
## 2591          Urban            105.22         Unknown 25.00           0
## 2592          Rural             84.58         Unknown 24.00           0
## 2593          Urban             77.30    never smoked 24.00           0
## 2594          Rural             74.79         Unknown 24.00           0
## 2595          Rural             88.75         Unknown 24.00           0
## 2596          Rural             97.97    never smoked 27.00           0
## 2597          Rural             79.18         Unknown 28.00           0
## 2598          Urban             81.33    never smoked 26.00           0
## 2599          Urban            126.68    never smoked 27.00           0
## 2600          Urban            196.61    never smoked 25.00           0
## 2601          Urban            219.92 formerly smoked 25.00           0
## 2602          Rural             79.16 formerly smoked 23.00           0
## 2603          Urban             99.68 formerly smoked 24.00           0
## 2604          Urban             79.55 formerly smoked 26.00           0
## 2605          Rural             87.86 formerly smoked 27.00           0
## 2606          Urban             76.92         Unknown 23.05           0
## 2607          Rural             77.24         Unknown 23.00           0
## 2608          Urban            120.94 formerly smoked 26.00           0
## 2609          Rural             77.66    never smoked 23.00           0
## 2610          Rural            231.95    never smoked 25.00           0
## 2611          Urban            111.48          smokes 28.00           0
## 2612          Urban             84.25         Unknown 28.00           0
## 2613          Rural            216.38    never smoked 23.00           0
## 2614          Rural             95.01    never smoked 24.00           0
## 2615          Urban            105.74 formerly smoked 23.00           0
## 2616          Rural             58.41         Unknown 24.00           0
## 2617          Urban             56.89          smokes 27.00           0
## 2618          Urban             86.25    never smoked 24.00           0
## 2619          Rural             86.49         Unknown 24.00           0
## 2620          Rural            115.47         Unknown 27.00           0
## 2621          Rural             92.22         Unknown 23.00           0
## 2622          Rural             83.16          smokes 24.00           0
## 2623          Rural            110.68 formerly smoked 24.00           0
## 2624          Rural             70.06         Unknown 26.00           0
## 2625          Urban            213.33 formerly smoked 26.00           0
## 2626          Urban             93.52         Unknown 22.50           0
## 2627          Rural             87.62          smokes 24.00           0
## 2628          Rural             77.67    never smoked 24.00           0
## 2629          Rural             95.66          smokes 26.00           0
## 2630          Urban            172.33 formerly smoked 24.00           0
## 2631          Urban            106.59         Unknown 24.00           0
## 2632          Urban             87.06    never smoked 25.00           0
## 2633          Rural             93.02 formerly smoked 24.00           0
## 2634          Urban            243.59    never smoked 26.00           0
## 2635          Urban             86.70         Unknown 24.00           0
## 2636          Rural             97.81 formerly smoked 27.00           0
## 2637          Urban            116.04    never smoked 27.00           0
## 2638          Urban            169.43 formerly smoked 28.00           0
## 2639          Rural             68.41          smokes 26.00           0
## 2640          Rural             94.44         Unknown 24.00           0
## 2641          Urban             73.48          smokes 27.00           0
## 2642          Rural            183.87    never smoked 23.00           0
## 2643          Rural             66.08    never smoked 27.00           0
## 2644          Rural             72.19         Unknown 25.00           0
## 2645          Rural            101.09          smokes 26.00           0
## 2646          Urban             88.83    never smoked 28.00           0
## 2647          Rural             69.99          smokes 28.00           0
## 2648          Urban            102.40          smokes 23.00           0
## 2649          Rural             87.26          smokes 27.00           0
## 2650          Urban            146.59         Unknown 27.00           0
## 2651          Rural             59.00         Unknown 26.00           0
## 2652          Urban             76.83    never smoked 24.00           0
## 2653          Urban            101.83         Unknown 23.00           0
## 2654          Urban             90.92    never smoked 24.00           0
## 2655          Urban             67.50          smokes 27.00           0
## 2656          Urban             97.16         Unknown 23.00           0
## 2657          Urban             85.62 formerly smoked 25.00           0
## 2658          Rural            129.43    never smoked 23.00           0
## 2659          Urban            106.01          smokes 27.00           0
## 2660          Rural            114.82         Unknown 28.00           0
## 2661          Urban            121.39         Unknown 26.00           0
## 2662          Urban            227.98         Unknown 28.00           0
## 2663          Urban             78.97    never smoked 27.33           0
## 2664          Urban             84.12         Unknown 24.00           0
## 2665          Urban             95.04    never smoked 20.92           0
## 2666          Rural            103.15          smokes 23.00           0
## 2667          Urban             82.91 formerly smoked 26.00           0
## 2668          Urban             70.93         Unknown 27.00           0
## 2669          Rural            153.60 formerly smoked 24.00           0
## 2670          Urban            129.43    never smoked 23.00           0
## 2671          Rural             81.00 formerly smoked 27.00           0
## 2672          Rural             71.81         Unknown 23.06           0
## 2673          Urban             84.46 formerly smoked 25.00           0
## 2674          Rural            101.32 formerly smoked 26.00           0
## 2675          Urban             62.56    never smoked 27.00           0
## 2676          Urban            208.20 formerly smoked 27.00           0
## 2677          Urban            199.42    never smoked 24.00           0
## 2678          Urban             91.28         Unknown 23.00           0
## 2679          Urban             77.99 formerly smoked 28.00           0
## 2680          Urban            190.13    never smoked 23.00           0
## 2681          Urban            149.68    never smoked 27.00           0
## 2682          Rural             92.30         Unknown 26.00           0
## 2683          Rural            235.54 formerly smoked 24.00           0
## 2684          Rural             84.46         Unknown 44.71           0
## 2685          Rural             68.70         Unknown 28.00           0
## 2686          Urban            178.89         Unknown 26.00           0
## 2687          Rural            227.74          smokes 26.00           0
## 2688          Rural            100.66         Unknown 27.00           0
## 2689          Urban             73.62         Unknown 27.00           0
## 2690          Rural            100.05          smokes 25.00           0
## 2691          Rural            213.80    never smoked 25.00           0
## 2692          Rural            103.94          smokes 24.00           0
## 2693          Urban             84.20         Unknown 25.00           0
## 2694          Urban            250.80    never smoked 28.00           0
## 2695          Rural            112.29         Unknown 25.00           0
## 2696          Urban             65.98    never smoked 25.00           0
## 2697          Urban             99.10         Unknown 24.00           0
## 2698          Rural            217.84    never smoked 24.00           0
## 2699          Urban            104.34         Unknown 24.00           0
## 2700          Rural            217.00 formerly smoked 23.00           0
## 2701          Rural             57.47 formerly smoked 28.00           0
## 2702          Urban             78.24    never smoked 24.00           0
## 2703          Rural             94.38    never smoked 23.00           0
## 2704          Urban            100.31    never smoked 25.00           0
## 2705          Urban             74.29          smokes 23.00           0
## 2706          Rural            103.43          smokes 28.00           0
## 2707          Urban             99.83 formerly smoked 27.00           0
## 2708          Urban            217.40    never smoked 35.68           0
## 2709          Urban             71.81         Unknown 28.00           0
## 2710          Urban             79.79          smokes 26.00           0
## 2711          Urban            190.92    never smoked 25.00           0
## 2712          Urban             94.76 formerly smoked 25.00           0
## 2713          Urban            101.43 formerly smoked 25.00           0
## 2714          Rural            115.86    never smoked 24.08           0
## 2715          Rural             95.27         Unknown 22.16           0
## 2716          Rural             89.02    never smoked 28.00           0
## 2717          Urban             77.55         Unknown 23.00           0
## 2718          Urban             75.86         Unknown 28.00           0
## 2719          Rural             93.62    never smoked 26.00           0
## 2720          Rural             72.71 formerly smoked 24.00           0
## 2721          Rural             94.45 formerly smoked 24.00           0
## 2722          Rural             88.57    never smoked 26.00           0
## 2723          Urban             84.12 formerly smoked 28.00           0
## 2724          Urban             89.11          smokes 27.00           0
## 2725          Rural             99.83          smokes 26.00           0
## 2726          Rural            150.03    never smoked 25.00           0
## 2727          Urban             69.67 formerly smoked 28.00           0
## 2728          Urban             77.46 formerly smoked 23.00           0
## 2729          Urban            100.54          smokes 24.00           0
## 2730          Rural            142.38    never smoked 23.00           0
## 2731          Rural            110.87          smokes 26.00           0
## 2732          Urban             73.60    never smoked 25.00           0
## 2733          Rural             59.52    never smoked 23.00           0
## 2734          Urban            142.68         Unknown 28.00           0
## 2735          Urban            182.90          smokes 25.00           0
## 2736          Urban             75.28 formerly smoked 28.00           0
## 2737          Rural            100.75    never smoked 24.00           0
## 2738          Rural            163.82    never smoked 27.00           0
## 2739          Urban            110.42          smokes 25.00           0
## 2740          Rural            105.18         Unknown 24.00           0
## 2741          Rural             79.59         Unknown 23.00           0
## 2742          Rural            107.99    never smoked 24.00           0
## 2743          Rural             90.22 formerly smoked 27.00           0
## 2744          Rural            143.45    never smoked 23.00           0
## 2745          Rural             78.57         Unknown 28.00           0
## 2746          Rural             79.82         Unknown 27.00           0
## 2747          Urban             95.88    never smoked 23.00           0
## 2748          Urban            123.04    never smoked 25.00           0
## 2749          Urban             92.34          smokes 33.82           0
## 2750          Rural            116.84    never smoked 23.00           0
## 2751          Urban             90.04 formerly smoked 24.00           0
## 2752          Rural            255.17 formerly smoked 24.00           0
## 2753          Rural            217.55          smokes 27.00           0
## 2754          Urban            123.66    never smoked 28.00           0
## 2755          Urban            112.16         Unknown 28.00           0
## 2756          Urban             88.43         Unknown 27.00           0
## 2757          Urban             86.03    never smoked 23.00           0
## 2758          Urban            227.96         Unknown 24.00           0
## 2759          Rural             85.60         Unknown 26.00           0
## 2760          Rural            111.68    never smoked 23.00           0
## 2761          Urban             73.49    never smoked 26.00           0
## 2762          Urban             87.82 formerly smoked 25.00           0
## 2763          Rural             99.29         Unknown 26.00           0
## 2764          Rural             63.73         Unknown 27.00           0
## 2765          Urban             85.55    never smoked 27.00           0
## 2766          Urban             79.20    never smoked 27.00           0
## 2767          Urban            105.93    never smoked 23.00           0
## 2768          Urban             94.19 formerly smoked 23.00           0
## 2769          Rural            231.71         Unknown 26.00           0
## 2770          Rural             69.28 formerly smoked 27.00           0
## 2771          Urban             71.37    never smoked 23.00           0
## 2772          Urban            110.18 formerly smoked 23.00           0
## 2773          Rural             59.68 formerly smoked 29.94           0
## 2774          Urban             94.24 formerly smoked 27.00           0
## 2775          Rural             82.10         Unknown 27.00           0
## 2776          Urban             62.62 formerly smoked 25.00           0
## 2777          Urban            107.83         Unknown 25.00           0
## 2778          Urban            107.59 formerly smoked 23.00           0
## 2779          Urban            116.98    never smoked 23.00           0
## 2780          Rural             84.10         Unknown 23.00           0
## 2781          Urban            160.64          smokes 24.00           0
## 2782          Urban             84.40    never smoked 27.00           0
## 2783          Rural             81.13    never smoked 26.00           0
## 2784          Urban             88.19    never smoked 23.00           0
## 2785          Rural            127.13         Unknown 25.00           0
## 2786          Rural            119.61         Unknown 24.00           0
## 2787          Urban            143.47 formerly smoked 26.00           0
## 2788          Rural             84.60          smokes 26.00           0
## 2789          Rural            110.72    never smoked 27.00           0
## 2790          Rural            158.93          smokes 24.00           0
## 2791          Rural             68.94         Unknown 25.48           0
## 2792          Rural             69.38         Unknown 25.00           0
## 2793          Urban             72.00    never smoked 27.00           0
## 2794          Rural             57.76          smokes 28.00           0
## 2795          Rural            108.65    never smoked 24.00           0
## 2796          Rural             65.42    never smoked 28.00           0
## 2797          Rural             78.93 formerly smoked 25.00           0
## 2798          Rural             98.34         Unknown 26.00           0
## 2799          Rural             82.57         Unknown 27.00           0
## 2800          Urban            124.37    never smoked 24.00           0
## 2801          Urban            100.96    never smoked 24.85           0
## 2802          Urban             75.22         Unknown 27.00           0
## 2803          Urban             59.85    never smoked 28.00           0
## 2804          Rural            104.75         Unknown 27.00           0
## 2805          Rural             70.98         Unknown 25.00           0
## 2806          Rural             92.77         Unknown 27.00           0
## 2807          Urban             82.12          smokes 24.00           0
## 2808          Rural            106.35    never smoked 27.00           0
## 2809          Rural             77.33         Unknown 28.00           0
## 2810          Urban             96.01         Unknown 24.00           0
## 2811          Urban            107.49    never smoked 27.00           0
## 2812          Rural             88.47          smokes 28.00           0
## 2813          Rural             87.92         Unknown 23.00           0
## 2814          Urban             91.13    never smoked 24.00           0
## 2815          Rural             80.72 formerly smoked 26.00           0
## 2816          Rural             59.83    never smoked 23.00           0
## 2817          Urban             67.02 formerly smoked 25.35           0
## 2818          Rural             60.22    never smoked 25.16           0
## 2819          Rural             82.41          smokes 26.00           0
## 2820          Urban             75.78         Unknown 26.00           0
## 2821          Rural            102.42    never smoked 27.00           0
## 2822          Rural             98.45         Unknown 23.00           0
## 2823          Urban             93.51          smokes 24.00           0
## 2824          Rural            113.68         Unknown 26.00           0
## 2825          Rural             97.41    never smoked 26.00           0
## 2826          Urban             58.65          smokes 24.00           0
## 2827          Rural             81.68         Unknown 24.00           0
## 2828          Urban            148.52         Unknown 28.00           0
## 2829          Urban             77.55 formerly smoked 23.00           0
## 2830          Rural            142.12          smokes 24.00           0
## 2831          Urban            125.30 formerly smoked 24.00           0
## 2832          Rural            118.81          smokes 23.00           0
## 2833          Urban             84.16          smokes 25.00           0
## 2834          Urban             78.74          smokes 24.00           0
## 2835          Urban             57.51         Unknown 24.00           0
## 2836          Urban             61.11    never smoked 23.00           0
## 2837          Urban             78.30         Unknown 26.00           0
## 2838          Urban             76.19    never smoked 25.00           0
## 2839          Rural            115.99    never smoked 24.00           0
## 2840          Rural            100.80    never smoked 23.00           0
## 2841          Urban             98.27         Unknown 27.00           0
## 2842          Rural             93.85    never smoked 26.00           0
## 2843          Rural             94.69          smokes 23.00           0
## 2844          Urban            136.23         Unknown 26.00           0
## 2845          Rural             56.12          smokes 23.00           0
## 2846          Rural             93.03         Unknown 25.00           0
## 2847          Rural            196.81    never smoked 23.00           0
## 2848          Rural             87.81 formerly smoked 26.00           0
## 2849          Urban            222.66 formerly smoked 24.00           0
## 2850          Rural            223.58    never smoked 25.00           0
## 2851          Urban             85.77    never smoked 23.00           0
## 2852          Rural             88.23         Unknown 25.00           0
## 2853          Urban             73.65         Unknown 26.00           0
## 2854          Urban            141.80    never smoked 28.00           0
## 2855          Rural             92.65         Unknown 27.00           0
## 2856          Rural            198.79          smokes 28.00           0
## 2857          Rural             61.04         Unknown 24.00           0
## 2858          Rural            102.88         Unknown 28.00           0
## 2859          Urban            123.39         Unknown 27.00           0
## 2860          Rural             67.07    never smoked 25.00           0
## 2861          Rural             69.88          smokes 27.00           0
## 2862          Urban             57.02         Unknown 27.00           0
## 2863          Urban            123.81    never smoked 23.00           0
## 2864          Rural             73.36 formerly smoked 28.00           0
## 2865          Rural             90.54    never smoked 25.00           0
## 2866          Urban             69.24    never smoked 19.12           0
## 2867          Urban            192.39    never smoked 28.00           0
## 2868          Rural            233.30         Unknown 28.00           0
## 2869          Urban             74.35 formerly smoked 25.00           0
## 2870          Rural             71.94          smokes 27.00           0
## 2871          Rural             82.35    never smoked 24.00           0
## 2872          Rural             73.28    never smoked 26.00           0
## 2873          Rural             97.57         Unknown 24.00           0
## 2874          Rural             83.30          smokes 25.00           0
## 2875          Urban             85.07         Unknown 27.00           0
## 2876          Urban             60.40         Unknown 26.00           0
## 2877          Urban             79.96 formerly smoked 25.00           0
## 2878          Rural             70.96         Unknown 25.00           0
## 2879          Urban             82.86    never smoked 28.00           0
## 2880          Rural             97.87          smokes 23.00           0
## 2881          Rural            201.38    never smoked 23.00           0
## 2882          Urban             91.82         Unknown 25.00           0
## 2883          Rural             91.85          smokes 23.00           0
## 2884          Urban             99.23 formerly smoked 27.00           0
## 2885          Urban             68.13 formerly smoked 21.45           0
## 2886          Rural             93.76 formerly smoked 27.00           0
## 2887          Rural            103.89    never smoked 24.00           0
## 2888          Urban             87.39         Unknown 27.00           0
## 2889          Urban             89.53         Unknown 26.00           0
## 2890          Urban             66.61         Unknown 25.00           0
## 2891          Rural            236.14         Unknown 24.00           0
## 2892          Urban             99.76 formerly smoked 25.00           0
## 2893          Urban             87.09         Unknown 24.00           0
## 2894          Urban            193.81    never smoked 27.00           0
## 2895          Rural             97.27    never smoked 25.00           0
## 2896          Urban            137.77    never smoked 26.00           0
## 2897          Urban            105.19          smokes 25.00           0
## 2898          Urban             82.72    never smoked 24.00           0
## 2899          Urban             58.35         Unknown 25.00           0
## 2900          Urban             68.79    never smoked 27.00           0
## 2901          Urban             94.19    never smoked 25.00           0
## 2902          Rural            121.17 formerly smoked 24.00           0
## 2903          Rural            106.41    never smoked 23.00           0
## 2904          Rural            104.79         Unknown 23.00           0
## 2905          Urban             82.18    never smoked 28.00           0
## 2906          Urban             96.81          smokes 25.00           0
## 2907          Rural            107.42 formerly smoked 25.00           0
## 2908          Rural             69.20    never smoked 28.00           0
## 2909          Urban             92.73    never smoked 27.00           0
## 2910          Urban             86.11    never smoked 27.00           0
## 2911          Rural            111.78          smokes 24.00           0
## 2912          Urban            122.26    never smoked 23.00           0
## 2913          Rural             78.16    never smoked 24.00           0
## 2914          Rural            105.77    never smoked 26.00           0
## 2915          Urban            102.97          smokes 25.00           0
## 2916          Urban             77.53 formerly smoked 23.00           0
## 2917          Urban             77.35    never smoked 24.00           0
## 2918          Urban             82.36         Unknown 25.00           0
## 2919          Rural            239.95          smokes 27.00           0
## 2920          Urban             61.96          smokes 28.00           0
## 2921          Rural             72.10    never smoked 26.00           0
## 2922          Rural            107.97         Unknown 27.00           0
## 2923          Urban             60.77          smokes 28.00           0
## 2924          Urban             71.06    never smoked 27.00           0
## 2925          Urban             60.36    never smoked 24.00           0
## 2926          Urban             83.33         Unknown 32.66           0
## 2927          Urban             65.33    never smoked 21.02           0
## 2928          Urban            113.28    never smoked 24.00           0
## 2929          Urban            170.88         Unknown 25.00           0
## 2930          Urban            103.34         Unknown 27.00           0
## 2931          Rural            106.08 formerly smoked 23.00           0
## 2932          Urban            156.45    never smoked 23.00           0
## 2933          Urban             60.05         Unknown 28.00           0
## 2934          Rural            114.05    never smoked 25.00           0
## 2935          Urban            202.21 formerly smoked 27.00           0
## 2936          Rural             57.28    never smoked 23.00           0
## 2937          Rural             99.49         Unknown 23.00           0
## 2938          Urban             63.60    never smoked 28.00           0
## 2939          Urban             80.01 formerly smoked 28.00           0
## 2940          Urban             58.42 formerly smoked 26.00           0
## 2941          Urban             67.38 formerly smoked 26.00           0
## 2942          Rural             73.58         Unknown 23.00           0
## 2943          Urban            103.92         Unknown 23.00           0
## 2944          Rural             80.22    never smoked 27.00           0
## 2945          Rural            103.76    never smoked 28.00           0
## 2946          Urban             77.06    never smoked 24.00           0
## 2947          Rural             90.22         Unknown 28.00           0
## 2948          Urban            181.30    never smoked 25.00           0
## 2949          Rural             85.29 formerly smoked 18.87           0
## 2950          Urban            107.59          smokes 25.00           0
## 2951          Urban             87.72          smokes 28.00           0
## 2952          Rural             70.73          smokes 27.00           0
## 2953          Urban             72.75         Unknown 23.00           0
## 2954          Rural             95.47          smokes 23.00           0
## 2955          Urban             70.54         Unknown 25.00           0
## 2956          Urban            100.03    never smoked 28.00           0
## 2957          Rural             59.78         Unknown 26.00           0
## 2958          Urban            198.79    never smoked 28.00           0
## 2959          Rural             90.39    never smoked 27.00           0
## 2960          Rural            147.04         Unknown 27.00           0
## 2961          Urban            202.55 formerly smoked 25.00           0
## 2962          Rural             64.92          smokes 23.00           0
## 2963          Rural            154.60 formerly smoked 25.00           0
## 2964          Urban             95.98          smokes 24.00           0
## 2965          Rural            102.51          smokes 27.82           0
## 2966          Urban             96.52         Unknown 23.00           0
## 2967          Rural            232.12    never smoked 23.00           0
## 2968          Rural             78.12         Unknown 26.00           0
## 2969          Urban             70.04    never smoked 26.00           0
## 2970          Rural             97.61          smokes 23.00           0
## 2971          Urban            113.11         Unknown 28.00           0
## 2972          Rural             71.06 formerly smoked 27.00           0
## 2973          Rural            104.95         Unknown 26.00           0
## 2974          Urban             81.94          smokes 24.00           0
## 2975          Urban             96.37 formerly smoked 24.00           0
## 2976          Rural            114.16    never smoked 28.00           0
## 2977          Rural             93.58          smokes 28.00           0
## 2978          Urban             73.89         Unknown 28.00           0
## 2979          Rural            107.83          smokes 23.00           0
## 2980          Urban            107.21 formerly smoked 27.00           0
## 2981          Rural             99.35          smokes 28.00           0
## 2982          Rural            203.57         Unknown 25.00           0
## 2983          Rural             81.51    never smoked 26.00           0
## 2984          Rural             69.26 formerly smoked 24.00           0
## 2985          Urban            111.47    never smoked 26.00           0
## 2986          Rural             86.09    never smoked 25.00           0
## 2987          Rural             72.94 formerly smoked 27.00           0
## 2988          Urban             76.77         Unknown 24.00           0
## 2989          Rural             60.32    never smoked 25.00           0
## 2990          Rural            133.24    never smoked 26.00           0
## 2991          Rural             65.01 formerly smoked 25.00           0
## 2992          Urban             74.63    never smoked 24.00           0
## 2993          Rural            230.78    never smoked 26.00           0
## 2994          Urban             72.50 formerly smoked 23.00           0
## 2995          Urban             68.48    never smoked 28.00           0
## 2996          Urban             85.03 formerly smoked 28.00           0
## 2997          Urban             80.76          smokes 28.00           0
## 2998          Urban            204.98 formerly smoked 26.00           0
## 2999          Rural             95.36 formerly smoked 25.41           0
## 3000          Urban            110.33         Unknown 23.00           0
## 3001          Urban             89.18 formerly smoked 24.00           0
## 3002          Rural             91.53 formerly smoked 26.00           0
## 3003          Rural             65.16    never smoked 25.00           0
## 3004          Rural             74.53    never smoked 26.00           0
## 3005          Rural             93.29         Unknown 25.00           0
## 3006          Urban            227.89 formerly smoked 28.00           0
## 3007          Urban            121.46         Unknown 27.00           0
## 3008          Rural             69.35    never smoked 24.00           0
## 3009          Rural            216.71    never smoked 27.00           0
## 3010          Rural             74.96         Unknown 25.00           0
## 3011          Rural             75.25          smokes 28.00           0
## 3012          Rural             91.82 formerly smoked 27.00           0
## 3013          Urban             56.37          smokes 27.00           0
## 3014          Rural            149.15         Unknown 25.00           0
## 3015          Urban            202.67 formerly smoked 24.00           0
## 3016          Rural             65.38         Unknown 26.00           0
## 3017          Urban             90.31          smokes 27.00           0
## 3018          Rural            221.80 formerly smoked 25.00           0
## 3019          Rural             73.39         Unknown 25.00           0
## 3020          Urban            147.12 formerly smoked 23.00           0
## 3021          Urban            109.85         Unknown 23.00           0
## 3022          Rural            103.21 formerly smoked 25.00           0
## 3023          Urban             81.25          smokes 28.00           0
## 3024          Urban             84.69    never smoked 28.00           0
## 3025          Rural             87.10          smokes 24.00           0
## 3026          Rural             81.92         Unknown 25.00           0
## 3027          Urban             90.91         Unknown 28.00           0
## 3028          Urban             64.40    never smoked 26.00           0
## 3029          Rural             85.48          smokes 27.00           0
## 3030          Rural             67.29 formerly smoked 23.00           0
## 3031          Urban            124.48         Unknown 24.00           0
## 3032          Urban             62.89         Unknown 27.00           0
## 3033          Urban             87.51 formerly smoked 25.00           0
## 3034          Urban             93.15         Unknown 24.00           0
## 3035          Urban             64.87         Unknown 27.00           0
## 3036          Urban             90.68          smokes 24.00           0
## 3037          Urban            104.64         Unknown 27.00           0
## 3038          Urban             92.44    never smoked 26.00           0
## 3039          Rural            120.46         Unknown 23.00           0
## 3040          Urban             89.87    never smoked 23.50           0
## 3041          Urban            105.28 formerly smoked 28.00           0
## 3042          Rural            131.80    never smoked 25.00           0
## 3043          Rural             66.33         Unknown 27.00           0
## 3044          Rural            101.07         Unknown 23.00           0
## 3045          Rural             83.37 formerly smoked 25.00           0
## 3046          Urban             79.80          smokes 28.00           0
## 3047          Rural            103.17 formerly smoked 26.00           0
## 3048          Urban             62.52    never smoked 23.00           0
## 3049          Urban             75.78          smokes 28.00           0
## 3050          Urban            110.36 formerly smoked 26.00           0
## 3051          Rural            140.07    never smoked 23.00           0
## 3052          Rural             84.86    never smoked 24.00           0
## 3053          Rural            106.85    never smoked 27.00           0
## 3054          Rural            102.07    never smoked 26.00           0
## 3055          Urban            202.38         Unknown 28.00           0
## 3056          Urban             67.07    never smoked 23.00           0
## 3057          Rural             73.70    never smoked 28.00           0
## 3058          Urban             77.59    never smoked 27.00           0
## 3059          Rural             69.16         Unknown 26.00           0
## 3060          Urban             91.44         Unknown 25.00           0
## 3061          Rural            215.81    never smoked 28.00           0
## 3062          Rural             65.40 formerly smoked 26.00           0
## 3063          Urban            139.72    never smoked 25.00           0
## 3064          Urban             72.81         Unknown 24.00           0
## 3065          Urban            149.17    never smoked 23.00           0
## 3066          Urban            125.74         Unknown 28.00           0
## 3067          Urban             90.21    never smoked 26.00           0
## 3068          Urban            139.48 formerly smoked 25.00           0
## 3069          Urban             90.77    never smoked 25.00           0
## 3070          Urban            220.24    never smoked 25.00           0
## 3071          Rural             81.42    never smoked 24.94           0
## 3072          Urban            102.36    never smoked 27.00           0
## 3073          Urban             82.85          smokes 24.00           0
## 3074          Urban            102.11    never smoked 27.00           0
## 3075          Rural            195.61    never smoked 26.00           0
## 3076          Urban             80.92          smokes 26.00           0
## 3077          Rural             71.80    never smoked 28.00           0
## 3078          Urban             88.47    never smoked 27.00           0
## 3079          Urban             67.68 formerly smoked 27.00           0
## 3080          Rural             98.65         Unknown 27.00           0
## 3081          Rural             83.58    never smoked 26.00           0
## 3082          Rural            104.04 formerly smoked 24.00           0
## 3083          Rural             69.40         Unknown 28.00           0
## 3084          Urban            106.22    never smoked 28.00           0
## 3085          Rural            112.46    never smoked 28.00           0
## 3086          Rural             72.42    never smoked 19.23           0
## 3087          Rural             96.73    never smoked 26.00           0
## 3088          Urban            107.40         Unknown 26.00           0
## 3089          Urban            267.61          smokes 23.00           0
## 3090          Rural            109.46    never smoked 27.00           0
## 3091          Rural            120.05         Unknown 24.00           0
## 3092          Rural            106.33         Unknown 26.00           0
## 3093          Urban             97.28         Unknown 23.00           0
## 3094          Rural             83.13          smokes 24.00           0
## 3095          Urban             97.35         Unknown 23.00           0
## 3096          Urban             79.54         Unknown 23.00           0
## 3097          Urban             76.55         Unknown 26.00           0
## 3098          Urban             56.11         Unknown 27.00           0
## 3099          Rural             91.36 formerly smoked 24.00           0
## 3100          Rural             79.27          smokes 27.00           0
## 3101          Urban            113.21          smokes 24.00           0
## 3102          Urban            105.99    never smoked 28.00           0
## 3103          Rural             59.93 formerly smoked 25.00           0
## 3104          Rural             88.83         Unknown 23.00           0
## 3105          Urban             73.37          smokes 23.00           0
## 3106          Urban            115.42          smokes 24.00           0
## 3107          Rural             71.93         Unknown 24.00           0
## 3108          Rural             96.43         Unknown 28.00           0
## 3109          Urban            161.95    never smoked 23.00           0
## 3110          Urban            104.55          smokes 23.00           0
## 3111          Urban             71.25         Unknown 23.00           0
## 3112          Urban            160.87 formerly smoked 26.00           0
## 3113          Urban             82.02          smokes 27.00           0
## 3114          Urban             78.02    never smoked 26.00           0
## 3115          Urban            115.21         Unknown 24.69           0
## 3116          Urban             65.12    never smoked 28.00           0
## 3117          Rural            143.33 formerly smoked 26.00           0
## 3118          Rural             80.55         Unknown 27.00           0
## 3119          Urban             88.20    never smoked 24.00           0
## 3120          Rural            147.42         Unknown 23.00           0
## 3121          Rural             86.53    never smoked 26.00           0
## 3122          Rural             91.95         Unknown 28.00           0
## 3123          Rural             63.72          smokes 23.00           0
## 3124          Rural             63.78    never smoked 23.00           0
## 3125          Urban             55.64    never smoked 24.00           0
## 3126          Urban             88.88    never smoked 25.00           0
## 3127          Urban            114.61 formerly smoked 28.00           0
## 3128          Rural             56.08 formerly smoked 23.00           0
## 3129          Rural             59.62    never smoked 27.00           0
## 3130          Urban             75.85         Unknown 22.33           0
## 3131          Rural            176.71    never smoked 24.00           0
## 3132          Urban             80.07         Unknown 27.00           0
## 3133          Rural             56.33         Unknown 27.00           0
## 3134          Urban             87.16    never smoked 24.00           0
## 3135          Rural            102.46    never smoked 23.00           0
## 3136          Rural             84.10         Unknown 23.00           0
## 3137          Rural            161.00          smokes 26.00           0
## 3138          Urban             70.70         Unknown 27.00           0
## 3139          Rural             81.26         Unknown 26.00           0
## 3140          Rural            157.67 formerly smoked 23.00           0
## 3141          Urban             89.59         Unknown 24.00           0
## 3142          Urban             64.02          smokes 27.00           0
## 3143          Rural            110.69         Unknown 26.00           0
## 3144          Rural             71.97    never smoked 27.00           0
## 3145          Rural             82.07         Unknown 24.00           0
## 3146          Rural             65.07    never smoked 27.00           0
## 3147          Rural            207.62    never smoked 24.00           0
## 3148          Urban            108.64    never smoked 25.00           0
## 3149          Urban            201.58         Unknown 26.00           0
## 3150          Urban            116.20 formerly smoked 27.00           0
## 3151          Rural            231.43          smokes 23.00           0
## 3152          Urban            112.62    never smoked 25.00           0
## 3153          Urban            220.26 formerly smoked 28.00           0
## 3154          Urban             84.37         Unknown 27.00           0
## 3155          Rural             82.83 formerly smoked 27.00           0
## 3156          Urban            102.48 formerly smoked 26.00           0
## 3157          Rural             69.12    never smoked 28.00           0
## 3158          Urban            211.12    never smoked 28.00           0
## 3159          Rural             95.38 formerly smoked 23.00           0
## 3160          Rural            108.72 formerly smoked 23.00           0
## 3161          Rural             88.65    never smoked 28.00           0
## 3162          Urban            177.91         Unknown 24.00           0
## 3163          Urban             90.19         Unknown 24.00           0
## 3164          Rural             73.78          smokes 27.00           0
## 3165          Urban             82.85          smokes 26.00           0
## 3166          Rural             59.48         Unknown 25.00           0
## 3167          Rural             75.77 formerly smoked 26.00           0
## 3168          Rural             80.96 formerly smoked 26.32           0
## 3169          Rural             82.40          smokes 25.27           0
## 3170          Urban             78.93         Unknown 27.00           0
## 3171          Urban             80.59         Unknown 25.00           0
## 3172          Urban             70.59         Unknown 26.00           0
## 3173          Rural             98.57    never smoked 24.00           0
## 3174          Rural             61.87         Unknown 26.00           0
## 3175          Urban             68.88         Unknown 26.00           0
## 3176          Urban             66.25         Unknown 27.00           0
## 3177          Rural             84.18          smokes 23.00           0
## 3178          Rural             69.23          smokes 26.00           0
## 3179          Rural             73.20         Unknown 25.00           0
## 3180          Urban            103.45          smokes 24.00           0
## 3181          Urban            104.86    never smoked 24.00           0
## 3182          Urban             90.30          smokes 23.00           0
## 3183          Rural             90.87    never smoked 25.00           0
## 3184          Rural             76.21         Unknown 23.00           0
## 3185          Rural             74.14 formerly smoked 25.00           0
## 3186          Urban             87.25          smokes 24.00           0
## 3187          Rural            215.33 formerly smoked 27.00           0
## 3188          Urban             88.38          smokes 23.00           0
## 3189          Rural            104.40    never smoked 25.00           0
## 3190          Urban            104.92    never smoked 26.00           0
## 3191          Urban            106.54    never smoked 24.00           0
## 3192          Rural             62.91    never smoked 23.00           0
## 3193          Rural             61.47    never smoked 28.00           0
## 3194          Rural             88.50 formerly smoked 28.00           0
## 3195          Rural            107.61         Unknown 25.00           0
## 3196          Urban             90.77 formerly smoked 28.00           0
## 3197          Urban            137.91    never smoked 27.00           0
## 3198          Rural            212.02         Unknown 24.00           0
## 3199          Urban            228.20    never smoked 25.00           0
## 3200          Urban             92.15    never smoked 25.00           0
## 3201          Urban            126.32         Unknown 28.00           0
## 3202          Rural             94.96 formerly smoked 25.00           0
## 3203          Urban             89.52         Unknown 23.00           0
## 3204          Rural             66.59 formerly smoked 26.00           0
## 3205          Urban             80.10    never smoked 23.00           0
## 3206          Urban             73.72          smokes 24.00           0
## 3207          Urban             90.49 formerly smoked 23.00           0
## 3208          Urban             92.99 formerly smoked 23.00           0
## 3209          Rural             62.57    never smoked 23.00           0
## 3210          Rural             65.51 formerly smoked 28.00           0
## 3211          Urban             95.29          smokes 24.00           0
## 3212          Urban             83.70    never smoked 23.00           0
## 3213          Rural             63.16 formerly smoked 25.00           0
## 3214          Urban             87.77         Unknown 26.00           0
## 3215          Urban             87.23 formerly smoked 26.00           0
## 3216          Urban            260.85         Unknown 27.00           0
## 3217          Rural            104.45    never smoked 27.00           0
## 3218          Urban             87.52         Unknown 23.00           0
## 3219          Rural            113.65    never smoked 28.00           0
## 3220          Rural             65.93    never smoked 26.00           0
## 3221          Urban             93.78    never smoked 23.00           0
## 3222          Rural            223.90 formerly smoked 26.00           0
## 3223          Urban             77.54         Unknown 23.00           0
## 3224          Urban             93.18 formerly smoked 27.00           0
## 3225          Rural            169.74    never smoked 25.00           0
## 3226          Urban            101.93         Unknown 23.00           0
## 3227          Urban            125.03         Unknown 23.00           0
## 3228          Urban             82.25 formerly smoked 24.00           0
## 3229          Urban             85.81 formerly smoked 25.00           0
## 3230          Rural             85.27    never smoked 28.77           0
## 3231          Urban             86.06    never smoked 26.00           0
## 3232          Urban            104.36          smokes 28.00           0
## 3233          Urban             78.29 formerly smoked 27.00           0
## 3234          Urban             93.55         Unknown 27.00           0
## 3235          Rural            207.96 formerly smoked 26.76           0
## 3236          Rural            105.52    never smoked 28.00           0
## 3237          Rural            109.27 formerly smoked 25.00           0
## 3238          Urban             91.34    never smoked 28.00           0
## 3239          Rural            176.78    never smoked 28.00           0
## 3240          Rural             67.73    never smoked 28.00           0
## 3241          Rural             73.27         Unknown 23.00           0
## 3242          Rural             70.29 formerly smoked 25.00           0
## 3243          Rural             91.47         Unknown 23.00           0
## 3244          Urban            205.01 formerly smoked 26.00           0
## 3245          Rural             73.87         Unknown 24.00           0
## 3246          Rural             64.44 formerly smoked 26.00           0
## 3247          Rural            111.65 formerly smoked 26.00           0
## 3248          Rural             90.65 formerly smoked 23.00           0
## 3249          Urban             94.20          smokes 24.00           0
## 3250          Urban             56.95         Unknown 23.00           0
## 3251          Rural             92.37    never smoked 26.00           0
## 3252          Rural            127.23         Unknown 28.00           0
## 3253          Rural            191.78         Unknown 28.00           0
## 3254          Rural             86.36          smokes 24.00           0
## 3255          Urban             82.72          smokes 28.00           0
## 3256          Urban            113.57 formerly smoked 20.87           0
## 3257          Urban             89.58         Unknown 24.00           0
## 3258          Rural             91.85 formerly smoked 28.00           0
## 3259          Urban             88.89    never smoked 25.00           0
## 3260          Urban             79.55    never smoked 23.00           0
## 3261          Urban            108.62         Unknown 23.00           0
## 3262          Urban             78.24         Unknown 27.00           0
## 3263          Rural             88.49          smokes 24.00           0
## 3264          Rural             91.85 formerly smoked 23.00           0
## 3265          Rural             72.01 formerly smoked 26.00           0
## 3266          Rural             81.96    never smoked 28.00           0
## 3267          Urban             70.56          smokes 23.00           0
## 3268          Urban             71.02    never smoked 28.00           0
## 3269          Rural             99.75         Unknown 25.00           0
## 3270          Urban            127.20    never smoked 26.00           0
## 3271          Rural             69.76          smokes 24.00           0
## 3272          Rural             74.63 formerly smoked 26.00           0
## 3273          Rural            102.27 formerly smoked 23.00           0
## 3274          Rural             73.56          smokes 27.00           0
## 3275          Urban             57.77 formerly smoked 25.46           0
## 3276          Urban            151.25    never smoked 23.00           0
## 3277          Urban             78.32         Unknown 24.00           0
## 3278          Rural             71.50    never smoked 28.00           0
## 3279          Urban             84.70    never smoked 24.00           0
## 3280          Urban            127.28         Unknown 23.00           0
## 3281          Rural             80.72         Unknown 23.00           0
## 3282          Rural             73.92         Unknown 28.00           0
## 3283          Urban             93.24         Unknown 25.00           0
## 3284          Urban             72.60    never smoked 26.00           0
## 3285          Rural             69.77    never smoked 26.00           0
## 3286          Urban             84.43          smokes 23.00           0
## 3287          Rural             84.13    never smoked 25.00           0
## 3288          Rural             81.54 formerly smoked 26.00           0
## 3289          Rural             57.17 formerly smoked 26.00           0
## 3290          Rural             86.15    never smoked 27.00           0
## 3291          Rural            163.02    never smoked 28.00           0
## 3292          Urban            110.41    never smoked 25.00           0
## 3293          Rural            102.58    never smoked 27.00           0
## 3294          Urban             90.97         Unknown 28.00           0
## 3295          Rural            140.96          smokes 25.00           0
## 3296          Rural             70.33         Unknown 26.53           0
## 3297          Rural             64.18    never smoked 26.00           0
## 3298          Rural            127.57    never smoked 26.00           0
## 3299          Urban            109.23    never smoked 25.00           0
## 3300          Urban            124.49    never smoked 25.00           0
## 3301          Rural            142.82    never smoked 26.00           0
## 3302          Rural             75.69         Unknown 28.00           0
## 3303          Urban             74.08         Unknown 27.00           0
## 3304          Urban             75.98         Unknown 34.84           0
## 3305          Rural             57.80         Unknown 28.00           0
## 3306          Urban             76.44         Unknown 28.00           0
## 3307          Urban            214.43          smokes 24.00           0
## 3308          Urban             79.03         Unknown 26.00           0
## 3309          Urban             66.46 formerly smoked 26.00           0
## 3310          Urban             56.42    never smoked 23.00           0
## 3311          Rural            112.72         Unknown 24.00           0
## 3312          Urban            114.02         Unknown 27.00           0
## 3313          Urban             72.33          smokes 23.00           0
## 3314          Rural             55.59         Unknown 26.10           0
## 3315          Rural             73.48    never smoked 24.00           0
## 3316          Urban            105.05         Unknown 26.00           0
## 3317          Urban             84.78 formerly smoked 27.00           0
## 3318          Rural            164.77    never smoked 24.00           0
## 3319          Rural            220.64    never smoked 25.00           0
## 3320          Urban            159.39         Unknown 27.00           0
## 3321          Urban             69.53    never smoked 28.00           0
## 3322          Urban             81.42         Unknown 26.00           0
## 3323          Urban             83.93 formerly smoked 24.00           0
## 3324          Rural             98.90         Unknown 26.00           0
## 3325          Urban             82.64         Unknown 28.00           0
## 3326          Rural            112.54 formerly smoked 25.00           0
## 3327          Rural             75.25 formerly smoked 27.00           0
## 3328          Urban            204.77    never smoked 26.00           0
## 3329          Urban             63.86          smokes 27.00           0
## 3330          Rural             72.20         Unknown 24.00           0
## 3331          Urban             80.08    never smoked 24.00           0
## 3332          Urban            101.61         Unknown 26.00           0
## 3333          Urban            114.32         Unknown 24.00           0
## 3334          Rural             80.82    never smoked 27.00           0
## 3335          Rural             90.60    never smoked 26.00           0
## 3336          Rural             93.67         Unknown 25.00           0
## 3337          Rural             87.15    never smoked 27.00           0
## 3338          Urban             80.72          smokes 23.00           0
## 3339          Urban             83.16         Unknown 27.00           0
## 3340          Rural             98.14         Unknown 25.00           0
## 3341          Urban             83.13         Unknown 25.00           0
## 3342          Rural            134.24         Unknown 23.00           0
## 3343          Urban            248.37          smokes 27.00           0
## 3344          Rural             61.75         Unknown 28.00           0
## 3345          Urban             70.55         Unknown 28.00           0
## 3346          Rural            124.38 formerly smoked 25.33           0
## 3347          Rural             92.21    never smoked 27.00           0
## 3348          Urban            148.72    never smoked 23.00           0
## 3349          Urban             79.25         Unknown 25.40           0
## 3350          Urban             82.09          smokes 26.72           0
## 3351          Urban            194.53    never smoked 25.00           0
## 3352          Rural             98.84         Unknown 23.85           0
## 3353          Rural            135.74 formerly smoked 25.00           0
## 3354          Rural             66.55         Unknown 25.00           0
## 3355          Urban            115.69    never smoked 24.00           0
## 3356          Rural             67.76    never smoked 25.00           0
## 3357          Rural             88.65 formerly smoked 28.00           0
## 3358          Rural            106.11         Unknown 28.00           0
## 3359          Rural             95.49         Unknown 23.00           0
## 3360          Urban             59.07    never smoked 25.00           0
## 3361          Urban            228.92 formerly smoked 23.00           0
## 3362          Rural             62.89         Unknown 27.00           0
## 3363          Rural             96.84         Unknown 23.00           0
## 3364          Rural             81.25          smokes 23.00           0
## 3365          Urban             92.71 formerly smoked 24.00           0
## 3366          Rural             85.59         Unknown 24.00           0
## 3367          Urban             89.06    never smoked 24.00           0
## 3368          Urban             87.44         Unknown 28.00           0
## 3369          Urban             64.07         Unknown 26.00           0
## 3370          Urban             79.39 formerly smoked 28.00           0
## 3371          Rural             67.84         Unknown 26.00           0
## 3372          Rural             81.73    never smoked 28.00           0
## 3373          Urban            105.52 formerly smoked 25.00           0
## 3374          Rural             77.55         Unknown 28.00           0
## 3375          Urban            127.42         Unknown 25.00           0
## 3376          Urban            227.68    never smoked 30.51           0
## 3377          Rural            226.73    never smoked 28.00           0
## 3378          Urban             89.74    never smoked 23.00           0
## 3379          Rural            219.17    never smoked 26.00           0
## 3380          Urban             74.85 formerly smoked 24.00           0
## 3381          Urban             55.96    never smoked 27.00           0
## 3382          Urban            215.92          smokes 25.00           0
## 3383          Urban             84.40          smokes 23.00           0
## 3384          Urban            104.05    never smoked 27.00           0
## 3385          Urban             62.54          smokes 24.00           0
## 3386          Rural             87.54         Unknown 28.00           0
## 3387          Urban             76.81          smokes 26.00           0
## 3388          Rural            198.12    never smoked 26.00           0
## 3389          Rural             78.00 formerly smoked 26.00           0
## 3390          Urban             79.44    never smoked 28.00           0
## 3391          Rural             75.82    never smoked 27.00           0
## 3392          Urban            240.86    never smoked 28.00           0
## 3393          Urban             89.28         Unknown 25.00           0
## 3394          Rural            263.56    never smoked 27.00           0
## 3395          Urban             81.13    never smoked 25.00           0
## 3396          Urban            118.44    never smoked 25.00           0
## 3397          Rural             97.37          smokes 24.00           0
## 3398          Urban             80.51         Unknown 27.00           0
## 3399          Rural             78.88    never smoked 25.71           0
## 3400          Rural             83.61          smokes 28.00           0
## 3401          Urban             73.19    never smoked 24.00           0
## 3402          Urban             68.91         Unknown 25.00           0
## 3403          Rural            104.30         Unknown 24.00           0
## 3404          Urban             87.87    never smoked 24.00           0
## 3405          Urban             96.70         Unknown 27.00           0
## 3406          Rural             91.05 formerly smoked 24.00           0
## 3407          Rural            200.14          smokes 25.00           0
## 3408          Urban             73.04    never smoked 23.00           0
## 3409          Rural             85.81    never smoked 27.00           0
## 3410          Urban             65.41          smokes 23.00           0
## 3411          Rural            108.68    never smoked 27.00           0
## 3412          Rural             88.79    never smoked 26.00           0
## 3413          Rural            107.82    never smoked 26.00           0
## 3414          Urban             97.39    never smoked 28.00           0
## 3415          Urban            141.09         Unknown 24.00           0
## 3416          Urban            122.38         Unknown 28.00           0
## 3417          Urban             77.91 formerly smoked 23.00           0
## 3418          Rural            103.60    never smoked 23.00           0
## 3419          Rural            159.70         Unknown 26.00           0
## 3420          Rural            118.22 formerly smoked 27.00           0
## 3421          Urban             84.50         Unknown 28.00           0
## 3422          Rural             85.59    never smoked 27.00           0
## 3423          Rural             84.42         Unknown 28.00           0
## 3424          Rural            100.98         Unknown 26.00           0
## 3425          Rural             81.11 formerly smoked 26.00           0
## 3426          Rural            235.45 formerly smoked 24.48           0
## 3427          Rural             79.20    never smoked 26.00           0
## 3428          Urban            207.71         Unknown 28.00           0
## 3429          Rural             99.84    never smoked 23.00           0
## 3430          Rural             98.05    never smoked 24.00           0
## 3431          Rural            105.90         Unknown 26.00           0
## 3432          Rural            107.55         Unknown 28.00           0
## 3433          Urban            146.21         Unknown 24.00           0
## 3434          Urban             79.94    never smoked 23.00           0
## 3435          Rural             72.28         Unknown 28.00           0
## 3436          Rural            123.10         Unknown 27.00           0
## 3437          Rural             67.06          smokes 28.00           0
## 3438          Rural             82.68    never smoked 27.00           0
## 3439          Rural            125.89    never smoked 28.00           0
## 3440          Urban            228.05         Unknown 23.00           0
## 3441          Urban             98.23         Unknown 23.00           0
## 3442          Urban             90.06          smokes 25.00           0
## 3443          Urban            119.90          smokes 27.00           0
## 3444          Urban             94.53    never smoked 24.00           0
## 3445          Urban             64.66 formerly smoked 24.00           0
## 3446          Urban            103.79    never smoked 28.00           0
## 3447          Urban             88.51    never smoked 25.00           0
## 3448          Rural             97.26         Unknown 28.00           0
## 3449          Urban             92.59    never smoked 23.00           0
## 3450          Rural            102.89    never smoked 28.00           0
## 3451          Rural             92.26 formerly smoked 25.00           0
## 3452          Rural             80.00    never smoked 24.00           0
## 3453          Urban             56.75    never smoked 28.38           0
## 3454          Urban            104.66    never smoked 27.00           0
## 3455          Rural             60.39         Unknown 25.00           0
## 3456          Urban            223.14    never smoked 25.00           0
## 3457          Urban            105.51    never smoked 25.00           0
## 3458          Urban             83.42    never smoked 27.00           0
## 3459          Urban             71.06         Unknown 23.00           0
## 3460          Urban            101.24    never smoked 24.00           0
## 3461          Urban             91.19    never smoked 28.00           0
## 3462          Urban            174.43    never smoked 24.00           0
## 3463          Urban            214.51 formerly smoked 23.00           0
## 3464          Rural             72.64    never smoked 24.00           0
## 3465          Urban             62.69         Unknown 23.00           0
## 3466          Rural            141.16    never smoked 27.00           0
## 3467          Rural             89.61    never smoked 23.00           0
## 3468          Rural             76.42          smokes 25.00           0
## 3469          Rural            124.38    never smoked 27.00           0
## 3470          Urban            111.81 formerly smoked 24.00           0
## 3471          Rural             57.57         Unknown 25.00           0
## 3472          Urban             77.82 formerly smoked 28.00           0
## 3473          Urban             60.09         Unknown 24.00           0
## 3474          Urban             91.02    never smoked 24.00           0
## 3475          Rural             65.46 formerly smoked 24.00           0
## 3476          Rural            131.19          smokes 25.00           0
## 3477          Rural             79.89          smokes 28.00           0
## 3478          Urban             74.54         Unknown 27.00           0
## 3479          Urban            231.31    never smoked 24.00           0
## 3480          Urban             91.57 formerly smoked 28.00           0
## 3481          Urban            238.78 formerly smoked 26.00           0
## 3482          Rural             87.18 formerly smoked 25.00           0
## 3483          Rural             78.94         Unknown 24.00           0
## 3484          Rural             69.01         Unknown 23.00           0
## 3485          Rural            110.28    never smoked 27.00           0
## 3486          Urban             71.66    never smoked 25.00           0
## 3487          Urban             62.57         Unknown 28.00           0
## 3488          Urban             83.64          smokes 28.30           0
## 3489          Urban            107.18         Unknown 28.00           0
## 3490          Rural            233.59    never smoked 26.00           0
## 3491          Urban             84.88 formerly smoked 26.00           0
## 3492          Rural             97.95         Unknown 27.00           0
## 3493          Rural             58.19         Unknown 28.00           0
## 3494          Rural             70.11    never smoked 27.00           0
## 3495          Urban            112.77          smokes 27.00           0
## 3496          Urban             75.46 formerly smoked 28.00           0
## 3497          Urban             63.63          smokes 28.00           0
## 3498          Urban            100.22          smokes 28.00           0
## 3499          Rural             81.77    never smoked 23.00           0
## 3500          Rural             94.25    never smoked 25.00           0
## 3501          Rural            188.13 formerly smoked 28.00           0
## 3502          Rural            164.70         Unknown 26.00           0
## 3503          Rural             68.27         Unknown 25.00           0
## 3504          Rural             79.81 formerly smoked 23.00           0
## 3505          Rural            100.12 formerly smoked 25.00           0
## 3506          Urban            151.23    never smoked 25.00           0
## 3507          Rural            112.41    never smoked 26.00           0
## 3508          Urban            205.97 formerly smoked 27.00           0
## 3509          Urban            112.19    never smoked 25.00           0
## 3510          Rural             71.93    never smoked 23.00           0
## 3511          Urban            190.89    never smoked 23.00           0
## 3512          Urban            138.02          smokes 27.00           0
## 3513          Rural             66.16         Unknown 24.00           0
## 3514          Rural            105.73          smokes 28.00           0
## 3515          Rural             78.34         Unknown 23.00           0
## 3516          Urban            102.10 formerly smoked 24.00           0
## 3517          Urban             97.37          smokes 26.00           0
## 3518          Urban            193.87         Unknown 26.00           0
## 3519          Rural             78.32         Unknown 26.00           0
## 3520          Rural            130.00 formerly smoked 24.00           0
## 3521          Urban             74.00         Unknown 28.00           0
## 3522          Rural            111.04    never smoked 24.00           0
## 3523          Urban            214.77 formerly smoked 26.00           0
## 3524          Rural             97.25    never smoked 24.00           0
## 3525          Urban             79.95    never smoked 23.00           0
## 3526          Urban            162.24          smokes 25.00           0
## 3527          Urban             74.36         Unknown 26.00           0
## 3528          Urban             69.68         Unknown 23.00           0
## 3529          Urban             98.35    never smoked 26.00           0
## 3530          Urban             75.73    never smoked 28.00           0
## 3531          Rural             85.86         Unknown 24.00           0
## 3532          Urban             80.34    never smoked 23.00           0
## 3533          Rural             73.76         Unknown 26.00           0
## 3534          Rural             94.96    never smoked 23.06           0
## 3535          Urban            108.18    never smoked 25.00           0
## 3536          Rural             85.23         Unknown 27.00           0
## 3537          Rural            189.88    never smoked 28.00           0
## 3538          Urban            197.11    never smoked 18.99           0
## 3539          Rural            100.08          smokes 27.00           0
## 3540          Rural             68.62         Unknown 26.00           0
## 3541          Rural             84.07          smokes 27.00           0
## 3542          Rural             99.65    never smoked 28.00           0
## 3543          Urban             82.33    never smoked 26.00           0
## 3544          Urban             94.49         Unknown 24.00           0
## 3545          Rural            108.71    never smoked 24.00           0
## 3546          Urban             64.94    never smoked 25.00           0
## 3547          Urban             98.22         Unknown 23.00           0
## 3548          Urban             83.50    never smoked 28.00           0
## 3549          Rural            192.47    never smoked 28.00           0
## 3550          Urban            125.89          smokes 27.00           0
## 3551          Urban             87.72    never smoked 25.00           0
## 3552          Rural             68.94    never smoked 26.00           0
## 3553          Rural             66.51         Unknown 23.00           0
## 3554          Urban             85.82 formerly smoked 23.00           0
## 3555          Rural             87.47    never smoked 27.00           0
## 3556          Urban             87.74         Unknown 27.00           0
## 3557          Rural             85.12    never smoked 26.00           0
## 3558          Urban            103.37 formerly smoked 25.00           0
## 3559          Rural             81.68    never smoked 26.00           0
## 3560          Urban             76.51    never smoked 23.00           0
## 3561          Rural            110.17         Unknown 28.00           0
## 3562          Rural             65.12          smokes 25.00           0
## 3563          Rural             76.66         Unknown 28.00           0
## 3564          Rural            109.88         Unknown 24.00           0
## 3565          Urban            199.38         Unknown 23.00           0
## 3566          Urban             65.77    never smoked 23.00           0
## 3567          Rural             55.72    never smoked 23.00           0
## 3568          Urban             75.67    never smoked 27.00           0
## 3569          Rural             88.18          smokes 27.00           0
## 3570          Rural             95.94    never smoked 26.00           0
## 3571          Urban             86.93    never smoked 28.00           0
## 3572          Urban             85.17    never smoked 23.00           0
## 3573          Urban            111.10    never smoked 25.00           0
## 3574          Rural             92.00         Unknown 21.51           0
## 3575          Urban             97.47 formerly smoked 26.00           0
## 3576          Urban             79.21         Unknown 28.00           0
## 3577          Rural             83.97 formerly smoked 23.00           0
## 3578          Urban             98.55    never smoked 27.00           0
## 3579          Rural            202.98    never smoked 25.00           0
## 3580          Urban             60.70    never smoked 27.00           0
## 3581          Urban             92.22    never smoked 24.00           0
## 3582          Rural             79.94         Unknown 25.00           0
## 3583          Rural             83.68         Unknown 26.00           0
## 3584          Urban             69.92 formerly smoked 26.00           0
## 3585          Rural            136.96         Unknown 28.00           0
## 3586          Rural             95.32    never smoked 26.00           0
## 3587          Rural            107.78    never smoked 27.00           0
## 3588          Urban            198.32 formerly smoked 26.00           0
## 3589          Urban            100.16    never smoked 27.00           0
## 3590          Urban             96.02    never smoked 27.00           0
## 3591          Rural            112.69 formerly smoked 27.00           0
## 3592          Urban             60.61    never smoked 28.00           0
## 3593          Urban             79.77    never smoked 26.00           0
## 3594          Urban             87.41 formerly smoked 27.00           0
## 3595          Rural            226.38    never smoked 28.00           0
## 3596          Rural            124.64          smokes 23.00           0
## 3597          Urban             69.42    never smoked 25.00           0
## 3598          Urban             77.68    never smoked 26.00           0
## 3599          Rural            112.79    never smoked 24.80           0
## 3600          Rural            236.79 formerly smoked 25.00           0
## 3601          Rural            219.82 formerly smoked 24.00           0
## 3602          Urban             82.05         Unknown 23.00           0
## 3603          Rural            104.08    never smoked 24.00           0
## 3604          Urban            101.57          smokes 28.00           0
## 3605          Rural             71.32          smokes 26.00           0
## 3606          Rural            143.97         Unknown 24.00           0
## 3607          Rural            239.19         Unknown 27.00           0
## 3608          Rural             78.45 formerly smoked 43.67           0
## 3609          Rural             61.11    never smoked 26.00           0
## 3610          Urban             87.29         Unknown 26.00           0
## 3611          Rural             82.49         Unknown 20.88           0
## 3612          Urban             83.15         Unknown 25.00           0
## 3613          Rural             83.26    never smoked 23.00           0
## 3614          Urban             78.70 formerly smoked 28.00           0
## 3615          Urban            111.94          smokes 26.00           0
## 3616          Rural            104.77          smokes 27.00           0
## 3617          Urban            104.26         Unknown 23.00           0
## 3618          Rural            113.84    never smoked 27.00           0
## 3619          Urban            114.71         Unknown 28.00           0
## 3620          Urban             61.54         Unknown 23.00           0
## 3621          Rural            133.62    never smoked 24.00           0
## 3622          Rural            111.96    never smoked 28.00           0
## 3623          Urban            112.44         Unknown 28.00           0
## 3624          Urban            123.61         Unknown 24.00           0
## 3625          Urban             84.68         Unknown 23.00           0
## 3626          Rural            206.62 formerly smoked 28.00           0
## 3627          Rural            114.54         Unknown 23.00           0
## 3628          Rural            216.88          smokes 25.00           0
## 3629          Urban            110.38    never smoked 23.00           0
## 3630          Urban             99.23          smokes 27.00           0
## 3631          Rural            204.92    never smoked 24.00           0
## 3632          Urban             56.74    never smoked 25.00           0
## 3633          Rural             68.35         Unknown 23.00           0
## 3634          Urban             83.52         Unknown 25.00           0
## 3635          Urban             59.74 formerly smoked 24.00           0
## 3636          Rural             81.59    never smoked 25.00           0
## 3637          Rural            123.83    never smoked 23.00           0
## 3638          Urban            226.84 formerly smoked 23.00           0
## 3639          Rural             93.20         Unknown 24.00           0
## 3640          Rural             85.84    never smoked 24.00           0
## 3641          Urban             74.64         Unknown 26.92           0
## 3642          Urban             80.17    never smoked 27.00           0
## 3643          Urban             85.03 formerly smoked 23.00           0
## 3644          Urban            234.35 formerly smoked 28.00           0
## 3645          Urban            116.25 formerly smoked 24.00           0
## 3646          Urban             66.55          smokes 28.00           0
## 3647          Urban             88.38    never smoked 26.00           0
## 3648          Urban             81.05         Unknown 27.00           0
## 3649          Urban             68.40    never smoked 27.00           0
## 3650          Urban             96.95    never smoked 25.00           0
## 3651          Rural             66.24    never smoked 25.00           0
## 3652          Rural             91.81         Unknown 27.00           0
## 3653          Urban             84.86    never smoked 28.77           0
## 3654          Rural            118.88    never smoked 26.00           0
## 3655          Urban             85.91         Unknown 24.00           0
## 3656          Rural            115.40         Unknown 28.00           0
## 3657          Rural             75.34    never smoked 25.00           0
## 3658          Rural            100.19         Unknown 26.00           0
## 3659          Urban            200.73 formerly smoked 25.00           0
## 3660          Urban            114.09    never smoked 26.00           0
## 3661          Urban             67.30    never smoked 24.00           0
## 3662          Rural             96.91         Unknown 24.00           0
## 3663          Rural            116.20         Unknown 28.00           0
## 3664          Rural             72.54    never smoked 27.00           0
## 3665          Rural             96.01         Unknown 23.23           0
## 3666          Urban             89.16    never smoked 26.00           0
## 3667          Rural            108.64    never smoked 25.00           0
## 3668          Rural             83.66    never smoked 27.00           0
## 3669          Rural             81.21    never smoked 23.00           0
## 3670          Urban             86.96    never smoked 25.00           0
## 3671          Rural             92.95    never smoked 25.00           0
## 3672          Urban             95.86         Unknown 28.00           0
## 3673          Rural             85.52    never smoked 28.00           0
## 3674          Rural            159.39    never smoked 27.00           0
## 3675          Urban            202.51 formerly smoked 25.00           0
## 3676          Rural             82.24 formerly smoked 29.29           0
## 3677          Rural            109.81         Unknown 28.00           0
## 3678          Rural             91.85 formerly smoked 26.00           0
## 3679          Rural            123.49         Unknown 25.00           0
## 3680          Rural            105.49          smokes 23.00           0
## 3681          Urban            101.53 formerly smoked 25.00           0
## 3682          Urban             89.45         Unknown 28.00           0
## 3683          Urban            126.04    never smoked 26.00           0
## 3684          Rural             95.49         Unknown 24.00           0
## 3685          Rural             89.38         Unknown 23.00           0
## 3686          Urban             82.30         Unknown 25.00           0
## 3687          Urban            218.00         Unknown 28.00           0
## 3688          Urban             79.70    never smoked 25.00           0
## 3689          Rural            209.15 formerly smoked 25.00           0
## 3690          Rural             70.22 formerly smoked 24.00           0
## 3691          Rural             83.57    never smoked 23.00           0
## 3692          Urban             60.60          smokes 24.00           0
## 3693          Urban             97.24         Unknown 23.00           0
## 3694          Rural            162.72          smokes 24.00           0
## 3695          Urban             73.27          smokes 24.00           0
## 3696          Urban             92.62         Unknown 25.00           0
## 3697          Urban             90.00    never smoked 27.00           0
## 3698          Rural             78.28 formerly smoked 26.00           0
## 3699          Rural             87.81          smokes 28.00           0
## 3700          Urban            202.66    never smoked 28.00           0
## 3701          Rural            196.50    never smoked 27.00           0
## 3702          Urban            142.31          smokes 25.00           0
## 3703          Rural             94.96          smokes 27.00           0
## 3704          Rural             83.78    never smoked 23.00           0
## 3705          Urban             86.10         Unknown 23.05           0
## 3706          Rural             74.50         Unknown 26.00           0
## 3707          Urban             66.96    never smoked 28.00           0
## 3708          Rural             76.70 formerly smoked 26.00           0
## 3709          Rural            103.12 formerly smoked 23.00           0
## 3710          Urban             84.03    never smoked 28.00           0
## 3711          Rural             74.15 formerly smoked 26.00           0
## 3712          Rural             73.29    never smoked 27.00           0
## 3713          Urban            115.16         Unknown 26.00           0
## 3714          Urban             83.55         Unknown 23.00           0
## 3715          Urban             61.53         Unknown 24.00           0
## 3716          Rural            100.74         Unknown 23.00           0
## 3717          Urban             59.31          smokes 27.00           0
## 3718          Urban             63.22 formerly smoked 28.00           0
## 3719          Urban            209.50    never smoked 25.00           0
## 3720          Urban             64.51         Unknown 25.00           0
## 3721          Rural             90.07    never smoked 24.00           0
## 3722          Urban            113.95         Unknown 25.00           0
## 3723          Rural            119.32         Unknown 24.00           0
## 3724          Rural             99.12 formerly smoked 26.00           0
## 3725          Rural            152.84         Unknown 24.00           0
## 3726          Rural             78.23    never smoked 26.00           0
## 3727          Urban             68.80         Unknown 23.00           0
## 3728          Urban             76.05         Unknown 25.00           0
## 3729          Rural            116.49    never smoked 23.00           0
## 3730          Rural             99.91         Unknown 24.00           0
## 3731          Urban             76.10          smokes 25.00           0
## 3732          Rural            121.99         Unknown 26.00           0
## 3733          Rural            116.21          smokes 26.00           0
## 3734          Urban             55.28         Unknown 28.00           0
## 3735          Rural            219.81         Unknown 28.00           0
## 3736          Rural            103.73    never smoked 25.00           0
## 3737          Urban            153.08         Unknown 26.00           0
## 3738          Rural             98.69         Unknown 26.00           0
## 3739          Rural             94.11 formerly smoked 20.30           0
## 3740          Rural            117.03    never smoked 25.00           0
## 3741          Urban             91.35    never smoked 23.00           0
## 3742          Rural             82.48         Unknown 28.00           0
## 3743          Rural             99.76 formerly smoked 24.00           0
## 3744          Urban            111.10          smokes 28.00           0
## 3745          Rural            122.25    never smoked 23.00           0
## 3746          Urban             84.19    never smoked 25.00           0
## 3747          Urban             84.60         Unknown 28.00           0
## 3748          Urban            126.35    never smoked 27.00           0
## 3749          Urban             87.50 formerly smoked 25.00           0
## 3750          Rural             77.52    never smoked 25.00           0
## 3751          Rural            133.13         Unknown 27.00           0
## 3752          Urban             96.10    never smoked 25.00           0
## 3753          Urban            108.61          smokes 23.00           0
## 3754          Rural            205.23    never smoked 25.00           0
## 3755          Rural             76.74         Unknown 26.00           0
## 3756          Urban            138.55    never smoked 26.00           0
## 3757          Urban            234.27    never smoked 23.00           0
## 3758          Urban             75.16    never smoked 23.00           0
## 3759          Rural             77.08         Unknown 25.00           0
## 3760          Urban            101.19    never smoked 25.00           0
## 3761          Urban            107.74    never smoked 24.00           0
## 3762          Rural             62.32         Unknown 26.00           0
## 3763          Urban             56.32         Unknown 23.00           0
## 3764          Rural            131.28    never smoked 27.00           0
## 3765          Urban             67.02          smokes 28.00           0
## 3766          Rural             76.72         Unknown 26.00           0
## 3767          Urban            125.98          smokes 27.00           0
## 3768          Urban             72.09          smokes 28.00           0
## 3769          Urban             88.05         Unknown 25.00           0
## 3770          Urban             55.47          smokes 28.00           0
## 3771          Rural            145.94         Unknown 28.00           0
## 3772          Rural            239.21 formerly smoked 22.85           0
## 3773          Rural            196.08 formerly smoked 31.69           0
## 3774          Rural             93.93    never smoked 25.00           0
## 3775          Urban             76.74         Unknown 26.00           0
## 3776          Urban             83.74         Unknown 23.00           0
## 3777          Urban            119.58         Unknown 25.00           0
## 3778          Rural             68.66    never smoked 28.00           0
## 3779          Urban             65.79          smokes 23.00           0
## 3780          Urban            176.38    never smoked 23.00           0
## 3781          Urban            175.74         Unknown 22.70           0
## 3782          Urban            193.45    never smoked 26.56           0
## 3783          Rural             85.84    never smoked 29.34           0
## 3784          Rural             93.85 formerly smoked 28.00           0
## 3785          Rural             86.21    never smoked 28.00           0
## 3786          Rural             75.41         Unknown 27.00           0
## 3787          Rural             95.28         Unknown 29.07           0
## 3788          Urban             95.87    never smoked 24.00           0
## 3789          Urban            180.45    never smoked 24.00           0
## 3790          Urban             95.39         Unknown 24.00           0
## 3791          Rural             60.77          smokes 24.00           0
## 3792          Urban            102.84    never smoked 26.00           0
## 3793          Urban            130.37         Unknown 27.00           0
## 3794          Urban             65.44    never smoked 23.00           0
## 3795          Rural             79.84    never smoked 26.00           0
## 3796          Rural             62.61    never smoked 25.00           0
## 3797          Urban             70.07 formerly smoked 22.16           0
## 3798          Rural            108.80         Unknown 24.00           0
## 3799          Urban            112.11         Unknown 26.00           0
## 3800          Rural             92.35    never smoked 27.00           0
## 3801          Urban             76.57         Unknown 25.00           0
## 3802          Urban             69.50    never smoked 24.00           0
## 3803          Rural            219.38    never smoked 28.00           0
## 3804          Rural             69.48    never smoked 26.00           0
## 3805          Urban             89.18          smokes 23.00           0
## 3806          Urban             68.09          smokes 25.00           0
## 3807          Rural             92.71         Unknown 26.00           0
## 3808          Rural             56.21         Unknown 26.00           0
## 3809          Rural             72.08 formerly smoked 25.00           0
## 3810          Urban             82.56         Unknown 27.00           0
## 3811          Urban             78.24         Unknown 24.00           0
## 3812          Rural             84.66    never smoked 28.00           0
## 3813          Urban             90.35         Unknown 27.00           0
## 3814          Rural             68.12         Unknown 27.00           0
## 3815          Rural             59.14    never smoked 27.00           0
## 3816          Urban             85.64 formerly smoked 27.00           0
## 3817          Rural             56.08         Unknown 24.00           0
## 3818          Rural             99.00    never smoked 26.00           0
## 3819          Urban             93.60          smokes 19.63           0
## 3820          Urban            105.75         Unknown 25.00           0
## 3821          Urban            114.09    never smoked 25.31           0
## 3822          Urban             57.42          smokes 26.00           0
## 3823          Urban            100.01    never smoked 24.00           0
## 3824          Urban             62.00 formerly smoked 24.00           0
## 3825          Rural            103.61    never smoked 24.00           0
## 3826          Rural            118.46          smokes 23.00           0
## 3827          Rural             94.77    never smoked 23.00           0
## 3828          Urban             72.12    never smoked 26.00           0
## 3829          Rural            155.23    never smoked 26.00           0
## 3830          Urban             90.60         Unknown 25.00           0
## 3831          Urban             81.92    never smoked 27.00           0
## 3832          Rural             67.10    never smoked 28.00           0
## 3833          Rural             58.01    never smoked 23.00           0
## 3834          Rural            173.90    never smoked 28.00           0
## 3835          Rural            106.27    never smoked 28.00           0
## 3836          Rural             60.57         Unknown 26.00           0
## 3837          Urban            105.34         Unknown 24.00           0
## 3838          Rural             96.28    never smoked 27.00           0
## 3839          Urban            122.73 formerly smoked 27.00           0
## 3840          Urban            104.12         Unknown 25.00           0
## 3841          Urban             69.74 formerly smoked 26.00           0
## 3842          Rural            106.95         Unknown 28.00           0
## 3843          Urban             94.63    never smoked 23.00           0
## 3844          Urban             86.97         Unknown 23.00           0
## 3845          Rural             76.12         Unknown 23.00           0
## 3846          Urban             99.94    never smoked 23.00           0
## 3847          Urban             91.53         Unknown 28.00           0
## 3848          Rural            145.46    never smoked 27.00           0
## 3849          Urban             74.86    never smoked 26.00           0
## 3850          Urban             74.42         Unknown 26.00           0
## 3851          Urban             70.07          smokes 26.00           0
## 3852          Urban             89.85         Unknown 23.00           0
## 3853          Rural            104.21    never smoked 27.00           0
## 3854          Rural            157.77    never smoked 23.00           0
## 3855          Urban            101.81          smokes 28.00           0
## 3856          Rural            103.00         Unknown 28.00           0
## 3857          Urban            101.85          smokes 25.00           0
## 3858          Urban             85.92          smokes 28.00           0
## 3859          Rural             56.85    never smoked 28.00           0
## 3860          Urban             89.04         Unknown 28.00           0
## 3861          Rural             63.01    never smoked 24.00           0
## 3862          Rural             65.48         Unknown 24.00           0
## 3863          Rural             68.60          smokes 28.00           0
## 3864          Urban             81.68 formerly smoked 23.00           0
## 3865          Urban             65.21         Unknown 24.00           0
## 3866          Urban             72.53          smokes 26.00           0
## 3867          Rural             81.78    never smoked 27.00           0
## 3868          Rural            116.85          smokes 28.00           0
## 3869          Rural             80.83         Unknown 28.00           0
## 3870          Urban             96.21    never smoked 23.00           0
## 3871          Rural            117.04         Unknown 25.00           0
## 3872          Rural             78.26 formerly smoked 23.00           0
## 3873          Urban             58.24 formerly smoked 25.00           0
## 3874          Urban             82.53          smokes 24.00           0
## 3875          Urban             71.25          smokes 28.00           0
## 3876          Rural            129.73    never smoked 24.00           0
## 3877          Urban            115.47         Unknown 26.00           0
## 3878          Urban             56.79         Unknown 25.00           0
## 3879          Urban            100.16         Unknown 25.00           0
## 3880          Rural             97.60          smokes 28.00           0
## 3881          Rural             90.54         Unknown 26.00           0
## 3882          Urban            105.88          smokes 27.00           0
## 3883          Rural            217.94 formerly smoked 25.00           0
## 3884          Urban             69.89         Unknown 28.00           0
## 3885          Urban             93.28    never smoked 25.00           0
## 3886          Rural            111.27          smokes 24.00           0
## 3887          Urban             91.04    never smoked 27.00           0
## 3888          Urban             87.20          smokes 24.00           0
## 3889          Rural            109.12         Unknown 26.00           0
## 3890          Urban            216.64 formerly smoked 25.00           0
## 3891          Rural             74.28 formerly smoked 27.00           0
## 3892          Urban             57.60         Unknown 25.00           0
## 3893          Urban            173.97         Unknown 26.00           0
## 3894          Rural             65.25          smokes 27.00           0
## 3895          Urban             80.92         Unknown 24.00           0
## 3896          Rural            124.37    never smoked 25.00           0
## 3897          Urban            102.39          smokes 28.00           0
## 3898          Rural             90.42         Unknown 24.00           0
## 3899          Rural             79.17         Unknown 23.00           0
## 3900          Urban             71.08    never smoked 27.00           0
## 3901          Urban             81.54    never smoked 24.00           0
## 3902          Urban            159.67    never smoked 26.00           0
## 3903          Urban             93.96          smokes 23.00           0
## 3904          Urban            103.01    never smoked 25.00           0
## 3905          Rural             92.49    never smoked 23.00           0
## 3906          Urban            208.85 formerly smoked 28.00           0
## 3907          Urban            122.39         Unknown 21.68           0
## 3908          Rural             65.91         Unknown 24.41           0
## 3909          Rural             70.25         Unknown 23.00           0
## 3910          Urban            219.70         Unknown 25.00           0
## 3911          Urban             65.70 formerly smoked 25.00           0
## 3912          Urban             67.08         Unknown 24.00           0
## 3913          Rural            107.58    never smoked 25.00           0
## 3914          Rural            208.05          smokes 24.00           0
## 3915          Rural             95.87    never smoked 27.00           0
## 3916          Urban             68.17 formerly smoked 26.00           0
## 3917          Urban             95.37          smokes 26.00           0
## 3918          Urban             90.00    never smoked 25.00           0
## 3919          Rural            106.10          smokes 26.00           0
## 3920          Rural             56.13         Unknown 25.00           0
## 3921          Rural            104.03          smokes 24.00           0
## 3922          Rural            157.01         Unknown 27.00           0
## 3923          Urban             84.35    never smoked 24.00           0
## 3924          Rural             67.99    never smoked 24.00           0
## 3925          Rural            118.93    never smoked 27.00           0
## 3926          Rural            185.28          smokes 23.48           0
## 3927          Rural             82.08         Unknown 26.00           0
## 3928          Urban             88.32         Unknown 23.48           0
## 3929          Rural             85.16         Unknown 23.00           0
## 3930          Rural             69.54    never smoked 28.00           0
## 3931          Rural             62.12    never smoked 26.00           0
## 3932          Rural            198.30 formerly smoked 26.00           0
## 3933          Rural            100.06    never smoked 25.00           0
## 3934          Urban            101.13 formerly smoked 28.00           0
## 3935          Rural             91.09    never smoked 26.00           0
## 3936          Rural             61.54         Unknown 26.00           0
## 3937          Urban             62.02          smokes 23.00           0
## 3938          Urban            103.11         Unknown 24.00           0
## 3939          Rural             77.57         Unknown 24.00           0
## 3940          Urban             97.34    never smoked 23.00           0
## 3941          Urban             78.76         Unknown 26.95           0
## 3942          Rural             67.10         Unknown 23.00           0
## 3943          Urban             79.89         Unknown 25.00           0
## 3944          Rural            206.66          smokes 28.00           0
## 3945          Urban             95.79         Unknown 24.00           0
## 3946          Urban             83.88          smokes 24.00           0
## 3947          Rural             93.51         Unknown 28.00           0
## 3948          Urban            116.78 formerly smoked 27.00           0
## 3949          Rural            117.63    never smoked 28.00           0
## 3950          Rural             60.01         Unknown 23.00           0
## 3951          Rural             64.60         Unknown 28.00           0
## 3952          Rural             92.43    never smoked 26.00           0
## 3953          Urban             71.63 formerly smoked 25.16           0
## 3954          Urban             87.79 formerly smoked 32.49           0
## 3955          Rural             99.64 formerly smoked 24.00           0
## 3956          Rural             86.53    never smoked 23.00           0
## 3957          Urban            200.68         Unknown 26.00           0
## 3958          Urban             98.37    never smoked 25.00           0
## 3959          Rural            117.98          smokes 25.00           0
## 3960          Urban            218.60 formerly smoked 27.00           0
## 3961          Urban            101.30          smokes 27.00           0
## 3962          Urban             79.51    never smoked 28.00           0
## 3963          Urban            223.26    never smoked 24.00           0
## 3964          Rural             97.22    never smoked 25.00           0
## 3965          Rural            172.27    never smoked 24.00           0
## 3966          Urban            221.83          smokes 23.00           0
## 3967          Urban             74.61         Unknown 24.00           0
## 3968          Rural             60.91         Unknown 26.00           0
## 3969          Rural             69.79         Unknown 25.00           0
## 3970          Urban             83.60 formerly smoked 28.00           0
## 3971          Urban             83.95         Unknown 28.00           0
## 3972          Rural             77.50          smokes 23.00           0
## 3973          Urban             64.29         Unknown 23.00           0
## 3974          Rural             61.10    never smoked 23.00           0
## 3975          Rural            100.71    never smoked 26.00           0
## 3976          Urban             65.21         Unknown 23.00           0
## 3977          Rural            119.77         Unknown 28.00           0
## 3978          Rural            102.39 formerly smoked 27.00           0
## 3979          Urban             59.67    never smoked 27.00           0
## 3980          Rural             83.16    never smoked 28.00           0
## 3981          Rural            218.10          smokes 27.00           0
## 3982          Rural             76.45         Unknown 28.00           0
## 3983          Rural            200.46         Unknown 23.00           0
## 3984          Urban             95.70 formerly smoked 23.00           0
## 3985          Rural             70.23    never smoked 23.00           0
## 3986          Urban             75.15         Unknown 28.00           0
## 3987          Rural             95.80         Unknown 24.00           0
## 3988          Urban             90.67         Unknown 28.00           0
## 3989          Rural             84.79 formerly smoked 27.00           0
## 3990          Urban            147.50         Unknown 26.00           0
## 3991          Rural            134.12 formerly smoked 28.00           0
## 3992          Urban             82.62    never smoked 24.00           0
## 3993          Rural            125.11 formerly smoked 23.00           0
## 3994          Urban             92.14 formerly smoked 23.00           0
## 3995          Urban            217.79 formerly smoked 24.00           0
## 3996          Rural             95.62          smokes 28.00           0
## 3997          Rural             93.80    never smoked 26.00           0
## 3998          Rural             90.61          smokes 28.00           0
## 3999          Urban            139.20    never smoked 25.00           0
## 4000          Rural             77.01 formerly smoked 23.00           0
## 4001          Urban            105.26    never smoked 25.00           0
## 4002          Rural             68.35         Unknown 26.00           0
## 4003          Rural             99.07    never smoked 26.00           0
## 4004          Rural            147.74         Unknown 27.00           0
## 4005          Urban             61.29         Unknown 28.00           0
## 4006          Rural             98.92    never smoked 23.00           0
## 4007          Urban             90.74         Unknown 25.00           0
## 4008          Rural            159.79         Unknown 28.00           0
## 4009          Rural            233.47    never smoked 26.00           0
## 4010          Urban             85.53          smokes 26.00           0
## 4011          Urban             76.70    never smoked 25.00           0
## 4012          Rural             67.87    never smoked 28.00           0
## 4013          Urban             77.26    never smoked 23.00           0
## 4014          Rural             91.28    never smoked 25.00           0
## 4015          Urban            129.19    never smoked 28.00           0
## 4016          Urban             97.86 formerly smoked 26.00           0
## 4017          Rural            112.33 formerly smoked 28.00           0
## 4018          Rural            110.41          smokes 28.00           0
## 4019          Rural             91.58         Unknown 28.00           0
## 4020          Urban             58.86    never smoked 23.00           0
## 4021          Rural             76.88         Unknown 24.00           0
## 4022          Urban            109.52         Unknown 24.00           0
## 4023          Urban            181.23    never smoked 32.33           0
## 4024          Urban            103.58 formerly smoked 24.00           0
## 4025          Rural             81.96    never smoked 26.00           0
## 4026          Rural            104.55         Unknown 24.43           0
## 4027          Urban             76.12 formerly smoked 26.00           0
## 4028          Rural             64.27    never smoked 25.00           0
## 4029          Rural            200.98          smokes 27.00           0
## 4030          Urban            101.96    never smoked 25.00           0
## 4031          Rural             84.17         Unknown 23.00           0
## 4032          Rural             85.79    never smoked 28.00           0
## 4033          Urban             71.46         Unknown 26.00           0
## 4034          Rural             95.49          smokes 23.00           0
## 4035          Rural             87.62          smokes 25.00           0
## 4036          Rural            118.55          smokes 23.00           0
## 4037          Urban             82.14          smokes 24.00           0
## 4038          Urban            219.67          smokes 25.00           0
## 4039          Urban            135.84    never smoked 24.00           0
## 4040          Rural             74.83         Unknown 23.00           0
## 4041          Urban             60.37         Unknown 23.00           0
## 4042          Rural             67.28         Unknown 27.00           0
## 4043          Rural             77.79         Unknown 24.00           0
## 4044          Rural             88.51         Unknown 23.00           0
## 4045          Urban             90.38          smokes 24.00           0
## 4046          Urban            156.69    never smoked 24.00           0
## 4047          Urban            207.60    never smoked 27.00           0
## 4048          Urban            158.90 formerly smoked 23.00           0
## 4049          Urban            247.97 formerly smoked 28.00           0
## 4050          Rural            114.71    never smoked 23.00           0
## 4051          Rural             58.55    never smoked 24.00           0
## 4052          Urban            231.15    never smoked 27.00           0
## 4053          Urban             68.18 formerly smoked 25.00           0
## 4054          Rural            118.75         Unknown 24.00           0
## 4055          Rural            186.54 formerly smoked 24.00           0
## 4056          Rural             96.14    never smoked 23.00           0
## 4057          Urban             69.52         Unknown 24.00           0
## 4058          Rural            101.93          smokes 24.00           0
## 4059          Urban             71.58         Unknown 27.00           0
## 4060          Urban             83.10          smokes 28.00           0
## 4061          Rural            110.96    never smoked 24.00           0
## 4062          Urban            122.83         Unknown 23.00           0
## 4063          Urban             91.65 formerly smoked 25.00           0
## 4064          Urban             84.10         Unknown 28.00           0
## 4065          Rural            118.85          smokes 26.00           0
## 4066          Urban             89.32         Unknown 27.00           0
## 4067          Urban            128.72         Unknown 26.00           0
## 4068          Urban             98.05    never smoked 25.00           0
## 4069          Urban            102.10    never smoked 26.00           0
## 4070          Urban            108.62          smokes 27.00           0
## 4071          Urban             96.19          smokes 20.52           0
## 4072          Urban             98.07 formerly smoked 25.00           0
## 4073          Rural             71.40 formerly smoked 28.00           0
## 4074          Rural             82.27 formerly smoked 27.00           0
## 4075          Rural            158.33    never smoked 26.00           0
## 4076          Rural            102.50         Unknown 27.00           0
## 4077          Urban             72.18         Unknown 24.00           0
## 4078          Urban             95.94    never smoked 25.00           0
## 4079          Rural             87.15 formerly smoked 24.00           0
## 4080          Urban             82.59 formerly smoked 27.00           0
## 4081          Rural             89.31 formerly smoked 28.81           0
## 4082          Rural             64.84    never smoked 26.00           0
## 4083          Urban            107.52         Unknown 26.00           0
## 4084          Urban             92.76         Unknown 23.00           0
## 4085          Urban             79.16         Unknown 26.00           0
## 4086          Urban             87.00    never smoked 27.00           0
## 4087          Rural            145.25    never smoked 28.00           0
## 4088          Urban            125.14         Unknown 27.00           0
## 4089          Rural             88.60         Unknown 26.00           0
## 4090          Urban             57.59         Unknown 28.00           0
## 4091          Urban             59.43    never smoked 23.00           0
## 4092          Rural             65.43         Unknown 28.00           0
## 4093          Urban            154.03          smokes 26.00           0
## 4094          Rural            139.81    never smoked 28.00           0
## 4095          Urban            111.81 formerly smoked 23.00           0
## 4096          Urban            106.84    never smoked 28.00           0
## 4097          Rural            221.06 formerly smoked 23.00           0
## 4098          Urban             69.97 formerly smoked 26.00           0
## 4099          Rural             77.07 formerly smoked 23.00           0
## 4100          Urban             59.49         Unknown 26.00           0
## 4101          Rural            109.39    never smoked 26.00           0
## 4102          Rural             93.97         Unknown 25.00           0
## 4103          Urban            163.17    never smoked 26.00           0
## 4104          Urban            124.39         Unknown 25.00           0
## 4105          Urban            212.62    never smoked 27.00           0
## 4106          Urban            128.63          smokes 27.00           0
## 4107          Urban             84.10    never smoked 25.00           0
## 4108          Urban             77.60         Unknown 28.00           0
## 4109          Urban             70.51         Unknown 26.25           0
## 4110          Rural            109.19         Unknown 27.00           0
## 4111          Rural             55.23         Unknown 27.00           0
## 4112          Urban            120.15    never smoked 24.00           0
## 4113          Urban             72.16    never smoked 23.00           0
## 4114          Rural             95.89         Unknown 28.00           0
## 4115          Urban             64.68          smokes 26.00           0
## 4116          Rural             70.51 formerly smoked 23.00           0
## 4117          Rural             81.77    never smoked 28.00           0
## 4118          Urban             66.47    never smoked 24.00           0
## 4119          Rural            146.08    never smoked 26.00           0
## 4120          Urban             91.68    never smoked 27.00           0
## 4121          Rural            108.96    never smoked 23.00           0
## 4122          Urban            113.41    never smoked 28.00           0
## 4123          Urban            111.08    never smoked 23.00           0
## 4124          Urban            217.74         Unknown 25.00           0
## 4125          Rural             78.50    never smoked 23.00           0
## 4126          Urban             89.06 formerly smoked 23.00           0
## 4127          Urban             74.80         Unknown 26.00           0
## 4128          Rural             80.20    never smoked 24.00           0
## 4129          Rural             76.52         Unknown 27.00           0
## 4130          Rural            208.99 formerly smoked 26.00           0
## 4131          Urban             99.72          smokes 26.00           0
## 4132          Urban            102.97         Unknown 23.00           0
## 4133          Rural            197.36         Unknown 34.56           0
## 4134          Urban             98.56         Unknown 25.00           0
## 4135          Urban             86.06    never smoked 24.00           0
## 4136          Urban            123.08          smokes 26.00           0
## 4137          Urban             75.00          smokes 23.00           0
## 4138          Rural            105.90          smokes 25.00           0
## 4139          Urban             73.87    never smoked 27.00           0
## 4140          Rural             78.04    never smoked 25.00           0
## 4141          Urban            107.74         Unknown 24.00           0
## 4142          Rural             60.64    never smoked 28.00           0
## 4143          Rural             82.57    never smoked 26.00           0
## 4144          Rural            115.98         Unknown 26.00           0
## 4145          Rural            110.38 formerly smoked 27.00           0
## 4146          Rural             92.59         Unknown 25.00           0
## 4147          Urban             82.64    never smoked 25.00           0
## 4148          Urban             70.28    never smoked 28.00           0
## 4149          Urban            106.54    never smoked 26.00           0
## 4150          Urban             59.11 formerly smoked 28.00           0
## 4151          Rural             58.89 formerly smoked 23.00           0
## 4152          Urban            129.66         Unknown 25.00           0
## 4153          Rural             73.57          smokes 21.47           0
## 4154          Urban             72.04 formerly smoked 24.00           0
## 4155          Rural            125.63         Unknown 23.00           0
## 4156          Rural             77.94    never smoked 28.00           0
## 4157          Urban             68.99    never smoked 26.00           0
## 4158          Rural            111.76         Unknown 27.00           0
## 4159          Rural             65.36    never smoked 24.00           0
## 4160          Urban             80.27    never smoked 28.00           0
## 4161          Urban             81.73    never smoked 25.00           0
## 4162          Rural             79.22          smokes 25.00           0
## 4163          Urban            142.63          smokes 24.00           0
## 4164          Rural             97.05         Unknown 25.00           0
## 4165          Urban            222.52 formerly smoked 23.00           0
## 4166          Rural             70.38          smokes 25.00           0
## 4167          Rural            114.46 formerly smoked 28.00           0
## 4168          Urban             64.62    never smoked 26.00           0
## 4169          Urban             94.12         Unknown 25.00           0
## 4170          Rural             70.19          smokes 25.09           0
## 4171          Urban             55.35         Unknown 25.00           0
## 4172          Urban            115.52 formerly smoked 23.00           0
## 4173          Urban             60.70         Unknown 27.13           0
## 4174          Urban             69.24         Unknown 24.00           0
## 4175          Urban            103.29    never smoked 28.00           0
## 4176          Rural             92.74         Unknown 25.00           0
## 4177          Rural            232.64    never smoked 26.00           0
## 4178          Urban             82.46          smokes 26.00           0
## 4179          Urban             63.57    never smoked 23.00           0
## 4180          Urban             73.24    never smoked 24.00           0
## 4181          Urban             78.43          smokes 25.00           0
## 4182          Urban             57.46          smokes 23.00           0
## 4183          Rural            104.16    never smoked 23.00           0
## 4184          Rural            110.42    never smoked 26.00           0
## 4185          Rural            119.40    never smoked 23.00           0
## 4186          Urban            119.13    never smoked 23.00           0
## 4187          Rural            120.22    never smoked 25.00           0
## 4188          Urban             80.80    never smoked 27.00           0
## 4189          Rural             57.96    never smoked 27.00           0
## 4190          Urban             81.24    never smoked 27.00           0
## 4191          Urban             88.79    never smoked 23.00           0
## 4192          Rural             70.91    never smoked 26.00           0
## 4193          Rural             87.12          smokes 23.00           0
## 4194          Urban            126.09         Unknown 25.00           0
## 4195          Urban             76.42          smokes 26.00           0
## 4196          Rural             56.33         Unknown 24.00           0
## 4197          Rural            131.81         Unknown 26.00           0
## 4198          Rural             95.23          smokes 24.00           0
## 4199          Urban             71.18 formerly smoked 23.00           0
## 4200          Rural             87.71 formerly smoked 27.00           0
## 4201          Rural            115.68         Unknown 27.00           0
## 4202          Rural            207.37 formerly smoked 27.00           0
## 4203          Rural             74.43         Unknown 28.00           0
## 4204          Rural             75.10         Unknown 28.00           0
## 4205          Rural             69.72          smokes 26.00           0
## 4206          Urban            111.84         Unknown 25.00           0
## 4207          Rural            111.08    never smoked 28.00           0
## 4208          Rural            201.96         Unknown 23.00           0
## 4209          Urban             68.68    never smoked 23.00           0
## 4210          Rural             56.90    never smoked 26.00           0
## 4211          Urban             91.16    never smoked 28.00           0
## 4212          Urban             99.44         Unknown 28.00           0
## 4213          Urban             78.85    never smoked 26.00           0
## 4214          Rural            123.89          smokes 27.00           0
## 4215          Rural             90.44    never smoked 27.00           0
## 4216          Rural            138.44         Unknown 23.00           0
## 4217          Urban             75.06    never smoked 23.00           0
## 4218          Rural             85.66    never smoked 28.00           0
## 4219          Urban            102.76         Unknown 27.00           0
## 4220          Urban             71.79 formerly smoked 28.00           0
## 4221          Urban            167.16    never smoked 28.00           0
## 4222          Rural            131.05    never smoked 25.14           0
## 4223          Rural             86.92         Unknown 23.00           0
## 4224          Rural             59.62         Unknown 28.00           0
## 4225          Urban            103.72 formerly smoked 24.00           0
## 4226          Rural             77.10         Unknown 28.00           0
## 4227          Rural             94.75          smokes 27.00           0
## 4228          Rural             77.72         Unknown 25.00           0
## 4229          Rural             76.09          smokes 19.37           0
## 4230          Urban             61.80 formerly smoked 24.00           0
## 4231          Urban             92.97 formerly smoked 27.87           0
## 4232          Urban             83.73    never smoked 26.00           0
## 4233          Rural             79.33         Unknown 24.00           0
## 4234          Rural            108.32         Unknown 25.00           0
## 4235          Rural            103.65 formerly smoked 28.00           0
## 4236          Rural             86.19    never smoked 25.00           0
## 4237          Urban            131.42          smokes 26.08           0
## 4238          Urban             69.46    never smoked 28.00           0
## 4239          Rural             76.78          smokes 26.00           0
## 4240          Urban            103.78 formerly smoked 28.00           0
## 4241          Urban            213.43          smokes 23.00           0
## 4242          Rural             93.52         Unknown 25.00           0
## 4243          Urban            115.07    never smoked 28.00           0
## 4244          Rural             69.45         Unknown 25.00           0
## 4245          Rural             81.00         Unknown 23.00           0
## 4246          Urban             83.16         Unknown 23.00           0
## 4247          Rural            108.63    never smoked 27.00           0
## 4248          Rural             88.06         Unknown 24.00           0
## 4249          Rural             80.57 formerly smoked 26.00           0
## 4250          Urban            248.24          smokes 27.00           0
## 4251          Urban             57.79          smokes 26.84           0
## 4252          Urban             87.40    never smoked 28.00           0
## 4253          Urban             76.63         Unknown 23.66           0
## 4254          Rural             58.01    never smoked 25.00           0
## 4255          Urban             77.43         Unknown 23.00           0
## 4256          Rural            101.12          smokes 28.00           0
## 4257          Rural             64.45         Unknown 27.00           0
## 4258          Urban             79.42    never smoked 26.00           0
## 4259          Urban             82.94         Unknown 28.00           0
## 4260          Rural             81.58    never smoked 23.00           0
## 4261          Urban             62.21         Unknown 23.00           0
## 4262          Rural            229.94    never smoked 26.00           0
## 4263          Urban            116.06         Unknown 27.00           0
## 4264          Urban            117.77    never smoked 23.00           0
## 4265          Urban             66.69    never smoked 25.00           0
## 4266          Rural            122.23         Unknown 26.00           0
## 4267          Urban            168.68 formerly smoked 28.00           0
## 4268          Rural            119.90    never smoked 22.69           0
## 4269          Urban            110.33          smokes 27.00           0
## 4270          Rural             77.95    never smoked 23.00           0
## 4271          Rural             80.35          smokes 26.00           0
## 4272          Urban             57.38 formerly smoked 28.00           0
## 4273          Urban             96.47         Unknown 23.00           0
## 4274          Rural             70.66    never smoked 27.00           0
## 4275          Urban            202.06    never smoked 26.00           0
## 4276          Urban             91.30         Unknown 26.00           0
## 4277          Rural             67.56         Unknown 26.00           0
## 4278          Rural            126.12         Unknown 27.00           0
## 4279          Urban             86.40          smokes 23.00           0
## 4280          Urban            103.22    never smoked 24.00           0
## 4281          Rural             88.85         Unknown 26.00           0
## 4282          Urban             63.90          smokes 25.00           0
## 4283          Urban             81.32 formerly smoked 26.00           0
## 4284          Rural            253.93 formerly smoked 24.00           0
## 4285          Urban             78.11 formerly smoked 27.00           0
## 4286          Urban            134.65         Unknown 26.00           0
## 4287          Rural            194.75         Unknown 27.00           0
## 4288          Rural             77.94    never smoked 27.00           0
## 4289          Rural             56.94         Unknown 28.00           0
## 4290          Rural            117.03 formerly smoked 27.00           0
## 4291          Rural            207.84    never smoked 28.00           0
## 4292          Rural            228.26    never smoked 28.00           0
## 4293          Rural             84.43          smokes 26.00           0
## 4294          Urban             57.09         Unknown 27.00           0
## 4295          Urban             94.89    never smoked 27.00           0
## 4296          Rural            132.46         Unknown 26.00           0
## 4297          Rural             75.13 formerly smoked 28.00           0
## 4298          Rural             76.64    never smoked 27.00           0
## 4299          Rural             91.32    never smoked 24.00           0
## 4300          Rural             85.90    never smoked 27.00           0
## 4301          Urban             76.19    never smoked 27.00           0
## 4302          Rural             85.77         Unknown 25.00           0
## 4303          Urban             63.42    never smoked 27.73           0
## 4304          Rural            112.02         Unknown 23.00           0
## 4305          Urban            203.76    never smoked 23.00           0
## 4306          Urban             98.44 formerly smoked 24.00           0
## 4307          Urban             79.57         Unknown 24.00           0
## 4308          Urban             63.98          smokes 23.00           0
## 4309          Urban            101.46 formerly smoked 25.00           0
## 4310          Urban             74.66          smokes 25.00           0
## 4311          Rural             68.66    never smoked 24.00           0
## 4312          Rural            205.78    never smoked 27.00           0
## 4313          Rural            111.24    never smoked 25.00           0
## 4314          Urban            134.76         Unknown 24.00           0
## 4315          Urban            110.10    never smoked 25.00           0
## 4316          Urban            100.80 formerly smoked 24.00           0
## 4317          Urban            113.08         Unknown 26.84           0
## 4318          Urban             56.48 formerly smoked 27.00           0
## 4319          Urban             77.77          smokes 26.00           0
## 4320          Urban            104.02         Unknown 25.00           0
## 4321          Rural             83.59    never smoked 25.00           0
## 4322          Urban            179.67 formerly smoked 27.00           0
## 4323          Urban             91.89         Unknown 23.00           0
## 4324          Rural             78.90         Unknown 23.00           0
## 4325          Rural            230.74 formerly smoked 26.00           0
## 4326          Rural            216.19 formerly smoked 23.00           0
## 4327          Rural             83.70    never smoked 23.00           0
## 4328          Rural            200.66          smokes 27.00           0
## 4329          Rural             73.99         Unknown 23.00           0
## 4330          Urban            228.50    never smoked 23.00           0
## 4331          Urban             70.43          smokes 27.00           0
## 4332          Urban             74.39 formerly smoked 28.00           0
## 4333          Urban            102.92         Unknown 28.35           0
## 4334          Urban             87.91 formerly smoked 25.00           0
## 4335          Rural            118.55          smokes 29.51           0
## 4336          Urban            232.29          smokes 23.00           0
## 4337          Rural            125.32         Unknown 27.00           0
## 4338          Urban             78.98 formerly smoked 27.00           0
## 4339          Rural            100.20          smokes 25.00           0
## 4340          Rural            200.91    never smoked 24.00           0
## 4341          Rural             95.24         Unknown 26.00           0
## 4342          Urban             56.64    never smoked 24.00           0
## 4343          Urban             80.48         Unknown 23.00           0
## 4344          Urban            112.96    never smoked 28.00           0
## 4345          Rural            236.04    never smoked 26.00           0
## 4346          Urban             73.00    never smoked 27.00           0
## 4347          Urban             61.13    never smoked 25.00           0
## 4348          Urban             88.56    never smoked 24.00           0
## 4349          Rural             66.16    never smoked 23.00           0
## 4350          Rural             88.98          smokes 22.01           0
## 4351          Urban             94.39         Unknown 28.00           0
## 4352          Urban             87.39    never smoked 22.78           0
## 4353          Rural             77.91         Unknown 27.00           0
## 4354          Urban             86.85 formerly smoked 23.00           0
## 4355          Rural             94.37    never smoked 24.00           0
## 4356          Rural             76.64    never smoked 28.00           0
## 4357          Urban            254.95          smokes 28.00           0
## 4358          Urban            107.33 formerly smoked 24.00           0
## 4359          Urban             80.94          smokes 28.00           0
## 4360          Rural            112.02         Unknown 26.00           0
## 4361          Rural            196.58 formerly smoked 24.00           0
## 4362          Urban             89.14 formerly smoked 25.00           0
## 4363          Urban             69.94          smokes 27.97           0
## 4364          Urban             55.79    never smoked 26.00           0
## 4365          Urban             73.08         Unknown 27.00           0
## 4366          Urban             96.02         Unknown 23.00           0
## 4367          Rural            189.82 formerly smoked 27.00           0
## 4368          Urban             89.68    never smoked 23.00           0
## 4369          Urban            101.06          smokes 25.06           0
## 4370          Rural             62.66         Unknown 26.00           0
## 4371          Urban             84.03         Unknown 24.00           0
## 4372          Rural            108.38         Unknown 27.00           0
## 4373          Rural             78.79         Unknown 27.00           0
## 4374          Rural             76.12         Unknown 26.00           0
## 4375          Rural             68.01    never smoked 26.00           0
## 4376          Urban             90.11    never smoked 26.00           0
## 4377          Urban            193.61    never smoked 24.00           0
## 4378          Rural            195.74         Unknown 28.00           0
## 4379          Rural             94.77         Unknown 28.00           0
## 4380          Urban             85.00         Unknown 25.00           0
## 4381          Urban            141.37    never smoked 26.00           0
## 4382          Urban             90.71         Unknown 26.00           0
## 4383          Rural            106.80    never smoked 23.00           0
## 4384          Rural            121.66         Unknown 24.00           0
## 4385          Urban             85.18          smokes 24.00           0
## 4386          Rural            130.07    never smoked 27.00           0
## 4387          Rural             74.24    never smoked 28.00           0
## 4388          Urban             79.98    never smoked 27.00           0
## 4389          Urban            106.76 formerly smoked 23.00           0
## 4390          Urban             76.34         Unknown 25.00           0
## 4391          Rural            221.24         Unknown 24.00           0
## 4392          Urban             80.55          smokes 28.00           0
## 4393          Rural             63.98         Unknown 26.00           0
## 4394          Rural             55.93          smokes 24.00           0
## 4395          Rural             73.94         Unknown 28.00           0
## 4396          Rural             65.58         Unknown 23.00           0
## 4397          Rural             83.80          smokes 26.00           0
## 4398          Urban             95.87 formerly smoked 26.00           0
## 4399          Rural            112.83         Unknown 27.00           0
## 4400          Rural             84.93    never smoked 26.00           0
## 4401          Rural            103.08          smokes 25.00           0
## 4402          Rural             85.98         Unknown 25.00           0
## 4403          Urban             83.75    never smoked 28.00           0
## 4404          Urban            125.43         Unknown 25.00           0
## 4405          Urban            101.58    never smoked 28.00           0
## 4406          Rural            149.80         Unknown 27.00           0
## 4407          Rural            112.55    never smoked 26.00           0
## 4408          Urban             70.87 formerly smoked 26.00           0
## 4409          Rural             92.96    never smoked 26.00           0
## 4410          Rural            112.19         Unknown 26.00           0
## 4411          Urban             85.08         Unknown 25.00           0
## 4412          Urban            112.37    never smoked 23.00           0
## 4413          Urban            151.26    never smoked 23.00           0
## 4414          Urban             73.81         Unknown 28.00           0
## 4415          Urban             77.20         Unknown 23.00           0
## 4416          Urban             76.08    never smoked 27.00           0
## 4417          Rural            123.98    never smoked 21.63           0
## 4418          Urban            108.51         Unknown 24.00           0
## 4419          Rural             98.07    never smoked 24.00           0
## 4420          Urban             85.82    never smoked 26.00           0
## 4421          Rural             86.21         Unknown 26.00           0
## 4422          Urban             99.01 formerly smoked 23.00           0
## 4423          Rural             79.53    never smoked 24.00           0
## 4424          Rural             80.08    never smoked 28.00           0
## 4425          Rural             69.47         Unknown 27.00           0
## 4426          Urban             85.07         Unknown 26.00           0
## 4427          Rural             88.00    never smoked 26.56           0
## 4428          Rural            144.14    never smoked 28.00           0
## 4429          Urban             78.80          smokes 23.00           0
## 4430          Urban             86.78          smokes 23.00           0
## 4431          Rural            105.72 formerly smoked 23.00           0
## 4432          Rural             64.37    never smoked 24.00           0
## 4433          Rural            146.10    never smoked 23.00           0
## 4434          Urban             58.66    never smoked 27.00           0
## 4435          Urban            192.50    never smoked 25.00           0
## 4436          Rural            103.50         Unknown 24.00           0
## 4437          Urban             89.42    never smoked 23.00           0
## 4438          Rural            212.92    never smoked 26.00           0
## 4439          Rural             60.73    never smoked 23.00           0
## 4440          Urban             73.18    never smoked 23.00           0
## 4441          Urban             82.26         Unknown 24.00           0
## 4442          Urban             87.40 formerly smoked 28.00           0
## 4443          Rural             86.95 formerly smoked 25.00           0
## 4444          Rural             74.00    never smoked 23.00           0
## 4445          Urban             73.98    never smoked 25.00           0
## 4446          Rural            124.78    never smoked 26.00           0
## 4447          Urban            191.94    never smoked 23.00           0
## 4448          Urban            247.87    never smoked 24.00           0
## 4449          Rural             83.20 formerly smoked 23.00           0
## 4450          Urban             88.62 formerly smoked 25.00           0
## 4451          Urban             81.51 formerly smoked 26.00           0
## 4452          Urban            101.76          smokes 28.00           0
## 4453          Urban            115.71 formerly smoked 28.00           0
## 4454          Rural            229.73    never smoked 24.00           0
## 4455          Rural             57.40         Unknown 26.00           0
## 4456          Rural            100.47    never smoked 23.00           0
## 4457          Rural             81.36    never smoked 28.00           0
## 4458          Rural            261.67 formerly smoked 28.00           0
## 4459          Rural            110.20         Unknown 30.10           0
## 4460          Rural             98.90    never smoked 27.00           0
## 4461          Rural             95.19          smokes 23.00           0
## 4462          Rural            105.28    never smoked 23.00           0
## 4463          Rural             83.03         Unknown 25.84           0
## 4464          Rural             89.41          smokes 24.00           0
## 4465          Rural             70.56    never smoked 27.59           0
## 4466          Urban             78.79         Unknown 24.00           0
## 4467          Rural             70.13         Unknown 24.00           0
## 4468          Rural             62.68    never smoked 23.00           0
## 4469          Urban             71.77    never smoked 26.00           0
## 4470          Rural             77.99          smokes 23.00           0
## 4471          Urban            256.74 formerly smoked 24.00           0
## 4472          Rural             93.72    never smoked 23.00           0
## 4473          Urban             63.74         Unknown 26.00           0
## 4474          Urban             60.67 formerly smoked 23.00           0
## 4475          Urban            112.08    never smoked 23.00           0
## 4476          Rural            221.08    never smoked 23.00           0
## 4477          Urban            101.81          smokes 27.00           0
## 4478          Rural             60.17          smokes 27.00           0
## 4479          Rural             65.29    never smoked 27.00           0
## 4480          Urban            153.24         Unknown 23.00           0
## 4481          Rural             61.42          smokes 24.00           0
## 4482          Urban             86.67    never smoked 27.00           0
## 4483          Rural             82.42    never smoked 23.00           0
## 4484          Rural            100.54          smokes 27.00           0
## 4485          Urban            111.48    never smoked 28.00           0
## 4486          Urban             85.33    never smoked 27.00           0
## 4487          Urban            126.57 formerly smoked 28.00           0
## 4488          Urban             81.51 formerly smoked 23.00           0
## 4489          Rural             67.97         Unknown 27.00           0
## 4490          Urban             77.92         Unknown 26.00           0
## 4491          Urban             80.54          smokes 26.00           0
## 4492          Urban             76.47         Unknown 24.85           0
## 4493          Urban             87.15         Unknown 25.00           0
## 4494          Urban             86.07         Unknown 28.00           0
## 4495          Rural            106.52 formerly smoked 28.00           0
## 4496          Rural             94.24         Unknown 26.00           0
## 4497          Urban             89.73 formerly smoked 28.00           0
## 4498          Urban            208.39 formerly smoked 23.00           0
## 4499          Rural            128.61    never smoked 25.00           0
## 4500          Rural             57.56    never smoked 28.00           0
## 4501          Urban            227.23 formerly smoked 27.00           0
## 4502          Urban             77.76         Unknown 25.00           0
## 4503          Urban             72.76         Unknown 24.00           0
## 4504          Rural             90.11    never smoked 24.00           0
## 4505          Rural            203.27    never smoked 23.00           0
## 4506          Urban            234.50    never smoked 24.00           0
## 4507          Urban             71.12    never smoked 23.00           0
## 4508          Urban            190.67    never smoked 25.00           0
## 4509          Rural            116.04         Unknown 23.00           0
## 4510          Urban             82.95    never smoked 26.00           0
## 4511          Urban            112.75         Unknown 26.00           0
## 4512          Urban             82.63          smokes 26.00           0
## 4513          Urban             92.75          smokes 25.00           0
## 4514          Rural            117.63 formerly smoked 25.00           0
## 4515          Rural            197.06    never smoked 23.00           0
## 4516          Urban            216.07    never smoked 26.00           0
## 4517          Rural             76.03    never smoked 24.00           0
## 4518          Urban             62.44         Unknown 25.00           0
## 4519          Rural            108.82          smokes 28.00           0
## 4520          Urban            101.66    never smoked 28.00           0
## 4521          Rural            121.15         Unknown 23.00           0
## 4522          Rural            116.44    never smoked 27.00           0
## 4523          Rural            116.62          smokes 23.00           0
## 4524          Urban             93.30    never smoked 28.00           0
## 4525          Urban            144.33    never smoked 25.00           0
## 4526          Urban             98.02    never smoked 27.00           0
## 4527          Urban             80.67         Unknown 23.00           0
## 4528          Urban             94.27         Unknown 26.00           0
## 4529          Rural             76.35 formerly smoked 26.00           0
## 4530          Urban             57.56    never smoked 24.51           0
## 4531          Urban            179.14         Unknown 27.00           0
## 4532          Rural             63.49    never smoked 23.00           0
## 4533          Rural            145.18          smokes 24.00           0
## 4534          Rural             66.30    never smoked 25.00           0
## 4535          Rural            120.56    never smoked 28.00           0
## 4536          Rural             69.20 formerly smoked 28.00           0
## 4537          Urban            150.74         Unknown 24.00           0
## 4538          Urban             81.38          smokes 28.00           0
## 4539          Urban             78.48         Unknown 27.00           0
## 4540          Rural            203.87    never smoked 26.00           0
## 4541          Urban             87.00         Unknown 23.00           0
## 4542          Rural             84.68 formerly smoked 28.00           0
## 4543          Urban             91.89          smokes 27.00           0
## 4544          Rural             88.97    never smoked 24.00           0
## 4545          Urban            116.98    never smoked 27.00           0
## 4546          Urban            135.82    never smoked 25.00           0
## 4547          Rural             96.62         Unknown 23.00           0
## 4548          Rural            106.53 formerly smoked 23.00           0
## 4549          Rural             58.42 formerly smoked 28.09           0
## 4550          Rural             79.62    never smoked 23.00           0
## 4551          Urban            141.84         Unknown 25.00           0
## 4552          Rural             78.05    never smoked 23.00           0
## 4553          Rural             77.16    never smoked 28.00           0
## 4554          Urban             86.30    never smoked 28.00           0
## 4555          Urban             83.55 formerly smoked 26.00           0
## 4556          Rural            102.00          smokes 25.00           0
## 4557          Urban             68.07          smokes 25.00           0
## 4558          Rural             81.77    never smoked 24.00           0
## 4559          Rural             82.62          smokes 28.00           0
## 4560          Urban            102.03         Unknown 24.00           0
## 4561          Urban            235.06 formerly smoked 28.00           0
## 4562          Rural             57.52 formerly smoked 23.00           0
## 4563          Urban             76.98    never smoked 28.00           0
## 4564          Urban             82.31    never smoked 27.00           0
## 4565          Urban             83.84         Unknown 26.00           0
## 4566          Urban             98.14 formerly smoked 25.00           0
## 4567          Rural             84.04         Unknown 23.00           0
## 4568          Rural             92.24         Unknown 28.00           0
## 4569          Urban             94.92         Unknown 24.00           0
## 4570          Rural            112.70    never smoked 28.00           0
## 4571          Urban             74.34    never smoked 28.00           0
## 4572          Urban             72.99         Unknown 26.00           0
## 4573          Urban            104.90    never smoked 27.00           0
## 4574          Rural             99.96    never smoked 25.00           0
## 4575          Urban             85.27         Unknown 27.00           0
## 4576          Urban             60.32          smokes 26.00           0
## 4577          Rural             94.14          smokes 26.00           0
## 4578          Urban            195.43    never smoked 26.00           0
## 4579          Rural            200.25    never smoked 28.00           0
## 4580          Rural             90.31          smokes 25.00           0
## 4581          Urban             95.33    never smoked 28.00           0
## 4582          Rural             85.65         Unknown 25.00           0
## 4583          Urban            223.64          smokes 25.00           0
## 4584          Rural             76.43         Unknown 25.00           0
## 4585          Urban             98.66         Unknown 28.00           0
## 4586          Urban             75.84         Unknown 24.00           0
## 4587          Urban             85.46    never smoked 24.00           0
## 4588          Urban             81.33         Unknown 27.00           0
## 4589          Urban            199.78         Unknown 26.85           0
## 4590          Urban            176.42         Unknown 25.00           0
## 4591          Urban            101.56    never smoked 24.00           0
## 4592          Urban             84.48 formerly smoked 24.00           0
## 4593          Urban             93.21         Unknown 24.00           0
## 4594          Urban             72.88    never smoked 23.00           0
## 4595          Urban             84.10         Unknown 23.09           0
## 4596          Rural             72.84         Unknown 25.00           0
## 4597          Urban             70.89    never smoked 24.00           0
## 4598          Rural            108.14 formerly smoked 24.00           0
## 4599          Rural            244.30    never smoked 25.00           0
## 4600          Rural             88.04 formerly smoked 25.00           0
## 4601          Rural             65.84         Unknown 24.00           0
## 4602          Rural            106.73    never smoked 27.00           0
## 4603          Urban            106.03         Unknown 26.00           0
## 4604          Urban             80.88 formerly smoked 27.00           0
## 4605          Urban            140.10    never smoked 24.00           0
## 4606          Urban            127.40 formerly smoked 25.00           0
## 4607          Urban             87.72    never smoked 26.00           0
## 4608          Rural             58.23 formerly smoked 23.00           0
## 4609          Rural             69.37 formerly smoked 27.00           0
## 4610          Urban             58.64    never smoked 27.00           0
## 4611          Urban             59.67          smokes 23.00           0
## 4612          Urban             78.08    never smoked 24.23           0
## 4613          Urban            105.08    never smoked 23.00           0
## 4614          Urban             89.30    never smoked 24.00           0
## 4615          Rural             61.38         Unknown 26.00           0
## 4616          Rural             56.11 formerly smoked 28.00           0
## 4617          Urban            223.16         Unknown 25.00           0
## 4618          Urban             75.53 formerly smoked 23.00           0
## 4619          Urban            107.47    never smoked 23.00           0
## 4620          Urban             76.00         Unknown 23.00           0
## 4621          Urban             90.28    never smoked 24.00           0
## 4622          Urban             65.22    never smoked 27.00           0
## 4623          Urban             86.24         Unknown 28.00           0
## 4624          Urban            166.38    never smoked 24.00           0
## 4625          Urban             78.91         Unknown 23.00           0
## 4626          Urban            226.28         Unknown 26.00           0
## 4627          Urban             90.73          smokes 26.00           0
## 4628          Rural            172.86    never smoked 28.00           0
## 4629          Rural            213.92    never smoked 23.00           0
## 4630          Urban             92.23    never smoked 24.00           0
## 4631          Urban             79.81    never smoked 23.00           0
## 4632          Rural             81.78         Unknown 25.00           0
## 4633          Rural            102.00    never smoked 25.00           0
## 4634          Rural             68.42          smokes 26.00           0
## 4635          Urban             94.68         Unknown 27.00           0
## 4636          Rural            125.33         Unknown 23.00           0
## 4637          Urban            212.19    never smoked 24.00           0
## 4638          Urban             89.00 formerly smoked 24.00           0
## 4639          Rural             60.98 formerly smoked 23.00           0
## 4640          Urban             58.19          smokes 28.00           0
## 4641          Rural             67.68         Unknown 26.00           0
## 4642          Rural             84.99         Unknown 26.00           0
## 4643          Urban             62.13    never smoked 28.00           0
## 4644          Rural             57.10    never smoked 23.00           0
## 4645          Urban             97.95          smokes 27.00           0
## 4646          Rural             94.06         Unknown 26.00           0
## 4647          Urban             93.88         Unknown 28.00           0
## 4648          Rural             90.30 formerly smoked 24.60           0
## 4649          Urban             83.14    never smoked 28.00           0
## 4650          Urban            118.66         Unknown 24.00           0
## 4651          Rural            100.47 formerly smoked 23.00           0
## 4652          Urban             90.78         Unknown 23.00           0
## 4653          Urban             66.46 formerly smoked 27.00           0
## 4654          Urban             73.56 formerly smoked 21.67           0
## 4655          Urban            200.80         Unknown 27.00           0
## 4656          Urban             57.28    never smoked 28.00           0
## 4657          Rural             92.87          smokes 23.00           0
## 4658          Rural             96.47         Unknown 25.00           0
## 4659          Urban             99.44 formerly smoked 27.00           0
## 4660          Urban             77.96          smokes 23.00           0
## 4661          Rural             60.13    never smoked 28.00           0
## 4662          Rural             88.17 formerly smoked 26.00           0
## 4663          Rural             84.41    never smoked 24.00           0
## 4664          Rural             72.34         Unknown 26.00           0
## 4665          Rural             68.72    never smoked 23.00           0
## 4666          Urban            222.58          smokes 26.00           0
## 4667          Rural             66.06 formerly smoked 19.71           0
## 4668          Rural            156.43 formerly smoked 25.00           0
## 4669          Urban            105.76 formerly smoked 26.00           0
## 4670          Rural             73.07          smokes 28.00           0
## 4671          Rural             99.48    never smoked 23.07           0
## 4672          Rural             79.60         Unknown 25.00           0
## 4673          Urban             70.00    never smoked 27.00           0
## 4674          Rural            112.98 formerly smoked 27.00           0
## 4675          Urban             61.07         Unknown 25.00           0
## 4676          Rural             63.43         Unknown 24.00           0
## 4677          Urban             73.20          smokes 27.00           0
## 4678          Urban            102.73 formerly smoked 25.00           0
## 4679          Rural             74.88    never smoked 28.00           0
## 4680          Urban            122.43    never smoked 23.00           0
## 4681          Urban             84.21    never smoked 23.00           0
## 4682          Rural             80.42 formerly smoked 24.00           0
## 4683          Urban             80.44    never smoked 24.00           0
## 4684          Rural             80.63    never smoked 24.00           0
## 4685          Rural            206.53    never smoked 24.00           0
## 4686          Urban            104.12    never smoked 27.00           0
## 4687          Rural             96.82    never smoked 24.00           0
## 4688          Urban             88.10    never smoked 27.00           0
## 4689          Rural             64.85         Unknown 26.00           0
## 4690          Rural            102.87          smokes 25.00           0
## 4691          Urban             83.75         Unknown 24.00           0
## 4692          Rural             97.68 formerly smoked 32.04           0
## 4693          Urban             97.58 formerly smoked 23.00           0
## 4694          Rural             74.16    never smoked 24.00           0
## 4695          Urban             86.00         Unknown 26.00           0
## 4696          Urban            100.93    never smoked 24.80           0
## 4697          Urban            232.78 formerly smoked 26.00           0
## 4698          Rural             86.96 formerly smoked 26.00           0
## 4699          Urban             67.50 formerly smoked 25.00           0
## 4700          Urban             81.21          smokes 26.00           0
## 4701          Rural            110.14          smokes 26.00           0
## 4702          Urban            120.44    never smoked 16.71           0
## 4703          Urban            187.47    never smoked 28.00           0
## 4704          Urban             94.62         Unknown 24.00           0
## 4705          Rural             89.57    never smoked 26.00           0
## 4706          Urban             95.31    never smoked 29.25           0
## 4707          Rural             75.07    never smoked 23.00           0
## 4708          Rural            106.65 formerly smoked 26.00           0
## 4709          Urban            234.06    never smoked 25.00           0
## 4710          Rural            144.15    never smoked 23.00           0
## 4711          Urban             58.81    never smoked 26.00           0
## 4712          Urban            242.62    never smoked 23.00           0
## 4713          Urban             93.04    never smoked 26.00           0
## 4714          Rural             65.68         Unknown 24.00           0
## 4715          Urban            150.00         Unknown 24.00           0
## 4716          Urban             63.56         Unknown 24.00           0
## 4717          Rural             96.98    never smoked 24.00           0
## 4718          Rural             66.70    never smoked 25.68           0
## 4719          Rural             79.66         Unknown 27.00           0
## 4720          Rural             90.16    never smoked 25.00           0
## 4721          Rural            104.09         Unknown 23.00           0
## 4722          Rural             90.96 formerly smoked 28.00           0
## 4723          Rural            152.38    never smoked 25.00           0
## 4724          Rural            114.54          smokes 26.00           0
## 4725          Urban            174.54    never smoked 24.00           0
## 4726          Rural            106.47         Unknown 25.00           0
## 4727          Urban             73.63          smokes 23.00           0
## 4728          Urban             98.52 formerly smoked 24.00           0
## 4729          Rural             62.93          smokes 24.00           0
## 4730          Urban             67.87 formerly smoked 23.00           0
## 4731          Rural            120.43         Unknown 28.00           0
## 4732          Rural             76.56    never smoked 28.00           0
## 4733          Urban            108.03    never smoked 25.00           0
## 4734          Rural             83.16 formerly smoked 25.00           0
## 4735          Rural             67.90    never smoked 25.00           0
## 4736          Rural            115.46         Unknown 27.00           0
## 4737          Rural            123.94    never smoked 23.75           0
## 4738          Urban            231.54    never smoked 28.00           0
## 4739          Urban            219.80 formerly smoked 28.00           0
## 4740          Rural            187.99          smokes 22.19           0
## 4741          Rural            234.45 formerly smoked 24.00           0
## 4742          Rural             75.47 formerly smoked 28.00           0
## 4743          Rural             98.24    never smoked 24.00           0
## 4744          Rural             66.20         Unknown 23.00           0
## 4745          Rural             94.67         Unknown 36.11           0
## 4746          Urban             75.95    never smoked 28.00           0
## 4747          Rural            111.79          smokes 25.11           0
## 4748          Rural             80.89         Unknown 26.00           0
## 4749          Rural             86.91 formerly smoked 28.00           0
## 4750          Urban             59.36          smokes 27.00           0
## 4751          Urban            240.69          smokes 25.00           0
## 4752          Rural             66.67    never smoked 26.00           0
## 4753          Rural             87.54    never smoked 24.25           0
## 4754          Urban            139.87          smokes 28.00           0
## 4755          Rural             67.92    never smoked 25.00           0
## 4756          Urban             83.62         Unknown 25.00           0
## 4757          Rural            110.97         Unknown 26.00           0
## 4758          Rural             70.53    never smoked 27.00           0
## 4759          Rural            115.91 formerly smoked 25.00           0
## 4760          Urban             59.74          smokes 26.00           0
## 4761          Rural             62.64    never smoked 23.00           0
## 4762          Rural             84.81    never smoked 26.00           0
## 4763          Urban             78.68    never smoked 28.00           0
## 4764          Urban            217.57 formerly smoked 27.00           0
## 4765          Rural             79.76         Unknown 26.00           0
## 4766          Rural             63.28    never smoked 24.00           0
## 4767          Rural             78.48    never smoked 23.00           0
## 4768          Rural             70.48    never smoked 24.00           0
## 4769          Rural            120.96 formerly smoked 28.00           0
## 4770          Rural             77.29    never smoked 27.00           0
## 4771          Urban            108.51         Unknown 26.00           0
## 4772          Urban            113.85         Unknown 27.00           0
## 4773          Urban             97.65         Unknown 25.00           0
## 4774          Rural            121.83 formerly smoked 27.00           0
## 4775          Urban             81.53         Unknown 26.00           0
## 4776          Urban             58.35    never smoked 27.00           0
## 4777          Urban             65.42 formerly smoked 26.00           0
## 4778          Rural             69.34    never smoked 27.00           0
## 4779          Urban            109.09          smokes 24.00           0
## 4780          Urban             66.71    never smoked 23.00           0
## 4781          Rural            114.92         Unknown 23.00           0
## 4782          Rural            120.58    never smoked 23.00           0
## 4783          Rural            165.36          smokes 27.00           0
## 4784          Urban             66.11         Unknown 26.00           0
## 4785          Rural            126.34          smokes 25.00           0
## 4786          Rural             68.27    never smoked 25.00           0
## 4787          Rural             92.86    never smoked 28.00           0
## 4788          Rural             96.77 formerly smoked 27.00           0
## 4789          Rural             89.24         Unknown 25.00           0
## 4790          Rural             89.32 formerly smoked 27.00           0
## 4791          Rural            107.06          smokes 28.00           0
## 4792          Urban             65.63          smokes 27.00           0
## 4793          Urban            123.66         Unknown 26.00           0
## 4794          Rural             63.82          smokes 23.00           0
## 4795          Rural            108.06         Unknown 23.00           0
## 4796          Rural            136.18         Unknown 26.00           0
## 4797          Urban             71.29    never smoked 25.00           0
## 4798          Rural             76.58    never smoked 27.00           0
## 4799          Rural            119.58    never smoked 23.00           0
## 4800          Urban            109.30         Unknown 24.00           0
## 4801          Urban            111.94    never smoked 28.00           0
## 4802          Urban             81.64    never smoked 26.00           0
## 4803          Rural             97.64         Unknown 26.00           0
## 4804          Rural            110.32    never smoked 24.00           0
## 4805          Rural             79.00    never smoked 27.00           0
## 4806          Urban             95.08    never smoked 26.00           0
## 4807          Urban            137.27    never smoked 28.00           0
## 4808          Urban             57.83          smokes 24.00           0
## 4809          Rural             84.08    never smoked 20.65           0
## 4810          Urban            234.51 formerly smoked 26.00           0
## 4811          Urban            142.64          smokes 28.89           0
## 4812          Rural             69.77    never smoked 27.00           0
## 4813          Urban             71.40          smokes 28.00           0
## 4814          Urban             79.61         Unknown 23.00           0
## 4815          Rural             77.46         Unknown 27.00           0
## 4816          Urban             96.85         Unknown 28.00           0
## 4817          Urban            182.22 formerly smoked 24.00           0
## 4818          Urban             67.26 formerly smoked 26.56           0
## 4819          Rural             60.02 formerly smoked 28.00           0
## 4820          Urban            113.45    never smoked 23.00           0
## 4821          Urban            112.31         Unknown 28.00           0
## 4822          Rural             68.53    never smoked 28.00           0
## 4823          Rural             57.15    never smoked 26.00           0
## 4824          Rural            214.73    never smoked 23.00           0
## 4825          Rural             91.82         Unknown 26.00           0
## 4826          Urban             71.80         Unknown 25.00           0
## 4827          Urban             63.41 formerly smoked 25.00           0
## 4828          Urban            106.24    never smoked 21.28           0
## 4829          Rural             83.01          smokes 27.00           0
## 4830          Rural             67.92 formerly smoked 24.00           0
## 4831          Rural             74.99          smokes 28.00           0
## 4832          Rural             75.22         Unknown 28.00           0
## 4833          Urban             61.88    never smoked 25.00           0
## 4834          Urban             65.67          smokes 23.00           0
## 4835          Urban            110.18          smokes 28.00           0
## 4836          Rural            119.30 formerly smoked 25.00           0
## 4837          Rural            208.69         Unknown 25.00           0
## 4838          Rural             95.18          smokes 24.00           0
## 4839          Urban            107.72         Unknown 23.00           0
## 4840          Rural             83.27         Unknown 23.00           0
## 4841          Rural             90.29         Unknown 27.00           0
## 4842          Urban             81.87         Unknown 27.00           0
## 4843          Urban            153.31         Unknown 26.00           0
## 4844          Rural            101.46         Unknown 28.00           0
## 4845          Urban             72.49         Unknown 23.00           0
## 4846          Rural             86.58    never smoked 23.00           0
## 4847          Urban            113.26    never smoked 24.00           0
## 4848          Urban             84.92    never smoked 23.00           0
## 4849          Urban            128.17         Unknown 25.00           0
## 4850          Rural             93.93 formerly smoked 25.00           0
## 4851          Urban             99.87         Unknown 23.00           0
## 4852          Urban            129.31 formerly smoked 27.00           0
## 4853          Urban             89.43 formerly smoked 27.00           0
## 4854          Rural            101.60    never smoked 20.20           0
## 4855          Rural             66.55          smokes 27.00           0
## 4856          Rural            231.72 formerly smoked 26.00           0
## 4857          Urban             96.69         Unknown 26.87           0
## 4858          Rural            102.13    never smoked 24.00           0
## 4859          Urban            100.88          smokes 28.00           0
## 4860          Rural             66.22         Unknown 28.00           0
## 4861          Urban            109.33         Unknown 26.00           0
## 4862          Urban            206.53          smokes 27.00           0
## 4863          Rural             83.91         Unknown 28.00           0
## 4864          Urban             67.92    never smoked 25.00           0
## 4865          Rural             73.48         Unknown 25.00           0
## 4866          Rural            101.31         Unknown 27.00           0
## 4867          Urban            103.66          smokes 28.00           0
## 4868          Urban             70.73 formerly smoked 26.00           0
## 4869          Rural             77.45 formerly smoked 25.00           0
## 4870          Urban            193.80    never smoked 24.00           0
## 4871          Rural            114.34    never smoked 24.00           0
## 4872          Urban             69.25         Unknown 25.00           0
## 4873          Rural             88.44         Unknown 28.00           0
## 4874          Rural             84.09 formerly smoked 25.00           0
## 4875          Urban             87.06    never smoked 25.00           0
## 4876          Rural             92.64    never smoked 25.00           0
## 4877          Urban             99.36          smokes 24.00           0
## 4878          Rural            135.63 formerly smoked 27.00           0
## 4879          Rural             82.44         Unknown 26.00           0
## 4880          Urban             81.88         Unknown 28.00           0
## 4881          Urban             95.44          smokes 27.00           0
## 4882          Urban             72.71    never smoked 23.00           0
## 4883          Urban             65.45    never smoked 28.00           0
## 4884          Urban            203.01    never smoked 24.00           0
## 4885          Urban            110.84          smokes 24.00           0
## 4886          Urban             83.12         Unknown 28.00           0
## 4887          Rural             55.12    never smoked 24.00           0
## 4888          Rural            105.91    never smoked 27.00           0
## 4889          Rural             61.57 formerly smoked 26.00           0
## 4890          Urban             83.10          smokes 24.00           0
## 4891          Urban             66.32    never smoked 28.00           0
## 4892          Urban             72.56    never smoked 25.00           0
## 4893          Rural             97.99          smokes 27.00           0
## 4894          Urban             63.27    never smoked 25.00           0
## 4895          Urban             79.60    never smoked 26.00           0
## 4896          Rural            177.56    never smoked 27.00           0
## 4897          Rural             81.31    never smoked 25.00           0
## 4898          Rural             59.91    never smoked 24.00           0
## 4899          Rural            132.85    never smoked 26.00           0
## 4900          Rural            198.84 formerly smoked 24.00           0
## 4901          Urban             77.12         Unknown 27.00           0
## 4902          Urban             87.17    never smoked 25.00           0
## 4903          Rural             96.03         Unknown 23.00           0
## 4904          Rural             83.56         Unknown 26.00           0
## 4905          Rural             80.93         Unknown 27.00           0
## 4906          Rural             84.54          smokes 26.00           0
## 4907          Urban             70.51    never smoked 24.56           0
## 4908          Rural             56.87 formerly smoked 28.00           0
## 4909          Urban             67.55         Unknown 25.00           0
## 4910          Urban            243.52          smokes 23.00           0
## 4911          Urban            108.63         Unknown 28.00           0
## 4912          Rural             69.06          smokes 28.00           0
## 4913          Urban             73.89 formerly smoked 24.00           0
## 4914          Urban             84.49    never smoked 25.00           0
## 4915          Urban             73.71    never smoked 23.00           0
## 4916          Urban            129.01         Unknown 27.00           0
## 4917          Urban             72.96          smokes 24.00           0
## 4918          Rural            110.23         Unknown 24.00           0
## 4919          Rural             79.49         Unknown 26.00           0
## 4920          Urban             89.33    never smoked 21.18           0
## 4921          Rural             68.38         Unknown 28.00           0
## 4922          Rural            238.27          smokes 27.43           0
## 4923          Urban            135.79 formerly smoked 23.00           0
## 4924          Rural             82.19    never smoked 24.00           0
## 4925          Urban             93.20          smokes 24.00           0
## 4926          Urban            208.31 formerly smoked 26.00           0
## 4927          Rural            111.33    never smoked 24.16           0
## 4928          Rural             69.84         Unknown 28.00           0
## 4929          Rural            121.71    never smoked 24.00           0
## 4930          Urban             80.08         Unknown 25.00           0
## 4931          Urban             84.40         Unknown 25.00           0
## 4932          Rural             98.61          smokes 24.00           0
## 4933          Urban             86.61          smokes 28.00           0
## 4934          Urban             80.44    never smoked 23.00           0
## 4935          Rural            107.02         Unknown 24.00           0
## 4936          Rural             97.23    never smoked 25.00           0
## 4937          Rural             91.21 formerly smoked 26.00           0
## 4938          Urban            103.69          smokes 27.00           0
## 4939          Urban             74.12 formerly smoked 26.00           0
## 4940          Urban             71.08    never smoked 27.00           0
## 4941          Urban             58.39    never smoked 24.00           0
## 4942          Rural            176.34    never smoked 25.00           0
## 4943          Rural             73.76    never smoked 25.00           0
## 4944          Rural             67.21 formerly smoked 25.00           0
## 4945          Urban             87.98         Unknown 26.00           0
## 4946          Urban             94.23         Unknown 25.00           0
## 4947          Rural            111.36    never smoked 28.00           0
## 4948          Urban             84.07          smokes 19.03           0
## 4949          Urban            117.31    never smoked 28.00           0
## 4950          Urban             84.94    never smoked 27.00           0
## 4951          Urban             68.86    never smoked 27.00           0
## 4952          Urban            132.88    never smoked 25.00           0
## 4953          Rural            211.83    never smoked 27.00           0
## 4954          Rural            124.92         Unknown 28.00           0
## 4955          Urban             57.42    never smoked 23.00           0
## 4956          Urban            215.69 formerly smoked 25.00           0
## 4957          Urban            154.67    never smoked 23.00           0
## 4958          Urban             67.66    never smoked 23.00           0
## 4959          Rural            153.48    never smoked 24.00           0
## 4960          Urban             62.63    never smoked 26.00           0
## 4961          Urban             77.93          smokes 23.00           0
## 4962          Rural             80.30         Unknown 26.00           0
## 4963          Urban            106.69         Unknown 23.00           0
## 4964          Urban             83.07 formerly smoked 26.00           0
## 4965          Urban            140.14    never smoked 25.00           0
## 4966          Urban             92.65    never smoked 26.00           0
## 4967          Urban            111.37 formerly smoked 26.00           0
## 4968          Rural             99.00    never smoked 26.00           0
## 4969          Rural             78.24         Unknown 26.00           0
## 4970          Rural             83.88    never smoked 23.00           0
## 4971          Urban             86.21          smokes 24.00           0
## 4972          Urban             57.06    never smoked 25.00           0
## 4973          Rural            112.25         Unknown 24.00           0
## 4974          Urban             81.06          smokes 24.00           0
## 4975          Urban            104.37    never smoked 28.00           0
## 4976          Urban            124.31         Unknown 23.00           0
## 4977          Urban            101.95 formerly smoked 28.00           0
## 4978          Rural            116.95    never smoked 24.00           0
## 4979          Urban             99.76         Unknown 26.00           0
## 4980          Urban            105.48         Unknown 27.00           0
## 4981          Urban            100.60    never smoked 26.00           0
## 4982          Urban             65.05         Unknown 26.00           0
## 4983          Rural             75.90    never smoked 26.00           0
## 4984          Rural            267.60    never smoked 26.00           0
## 4985          Urban            215.07          smokes 24.22           0
## 4986          Urban            109.03         Unknown 24.00           0
## 4987          Rural            225.35          smokes 24.00           0
## 4988          Rural            196.26         Unknown 25.00           0
## 4989          Urban             95.42 formerly smoked 25.00           0
## 4990          Rural            123.04         Unknown 28.00           0
## 4991          Urban             85.88         Unknown 23.00           0
## 4992          Rural            107.43    never smoked 23.00           0
## 4993          Rural             56.85    never smoked 28.00           0
## 4994          Rural            102.15         Unknown 23.00           0
## 4995          Rural             88.68    never smoked 28.00           0
## 4996          Urban            182.52         Unknown 25.00           0
## 4997          Urban             93.97    never smoked 27.00           0
## 4998          Urban            104.03         Unknown 24.00           0
## 4999          Rural             67.99    never smoked 28.00           0
## 5000          Rural             83.37         Unknown 27.00           0
## 5001          Rural            124.66    never smoked 24.00           0
## 5002          Rural            212.87    never smoked 24.00           0
## 5003          Urban             96.75 formerly smoked 27.00           0
## 5004          Urban             63.28         Unknown 25.00           0
## 5005          Urban             82.64         Unknown 24.00           0
## 5006          Rural             71.34    never smoked 23.00           0
## 5007          Rural            183.43 formerly smoked 26.00           0
## 5008          Urban            101.19 formerly smoked 26.00           0
## 5009          Rural             88.51    never smoked 26.00           0
## 5010          Rural            126.85 formerly smoked 28.00           0
## 5011          Urban             74.17 formerly smoked 25.00           0
## 5012          Urban             76.04          smokes 26.00           0
## 5013          Urban             73.87          smokes 24.00           0
## 5014          Rural             99.07    never smoked 24.00           0
## 5015          Urban             82.93 formerly smoked 23.00           0
## 5016          Rural            133.24          smokes 25.00           0
## 5017          Urban             69.88    never smoked 25.00           0
## 5018          Rural             69.12         Unknown 24.00           0
## 5019          Rural             86.05 formerly smoked 26.00           0
## 5020          Urban            185.27    never smoked 28.00           0
## 5021          Urban             97.46         Unknown 24.00           0
## 5022          Urban             81.90    never smoked 23.00           0
## 5023          Rural             99.58         Unknown 27.00           0
## 5024          Rural            124.54    never smoked 23.00           0
## 5025          Rural            153.34    never smoked 28.00           0
## 5026          Urban            112.35         Unknown 27.00           0
## 5027          Urban            160.76          smokes 23.00           0
## 5028          Rural             73.29    never smoked 25.00           0
## 5029          Urban            108.08         Unknown 28.00           0
## 5030          Urban            206.49    never smoked 24.00           0
## 5031          Rural             77.42    never smoked 24.00           0
## 5032          Rural            117.59    never smoked 26.00           0
## 5033          Rural             61.94         Unknown 25.00           0
## 5034          Urban            116.68 formerly smoked 30.53           0
## 5035          Urban            253.86 formerly smoked 25.00           0
## 5036          Urban            203.36 formerly smoked 27.00           0
## 5037          Rural            125.87    never smoked 24.00           0
## 5038          Rural             64.09    never smoked 25.00           0
## 5039          Urban             65.33         Unknown 27.00           0
## 5040          Rural             70.15 formerly smoked 27.00           0
## 5041          Urban             96.84         Unknown 24.00           0
## 5042          Rural            175.92          smokes 23.00           0
## 5043          Rural            100.65 formerly smoked 28.00           0
## 5044          Rural            112.39         Unknown 26.00           0
## 5045          Rural             81.10    never smoked 26.00           0
## 5046          Rural             98.30    never smoked 28.00           0
## 5047          Urban             89.68         Unknown 26.00           0
## 5048          Urban             95.16 formerly smoked 23.00           0
## 5049          Urban            191.15          smokes 23.00           0
## 5050          Rural             91.04    never smoked 25.00           0
## 5051          Urban            101.87         Unknown 23.00           0
## 5052          Rural             96.86    never smoked 24.00           0
## 5053          Urban             91.05         Unknown 26.00           0
## 5054          Urban             55.84    never smoked 24.00           0
## 5055          Urban             84.04    never smoked 25.00           0
## 5056          Urban             92.06          smokes 26.00           0
## 5057          Urban             89.61 formerly smoked 27.00           0
## 5058          Urban             69.92    never smoked 27.00           0
## 5059          Rural             89.29    never smoked 24.00           0
## 5060          Rural            120.23         Unknown 26.00           0
## 5061          Urban             60.22 formerly smoked 27.00           0
## 5062          Urban            223.78    never smoked 24.00           0
## 5063          Rural            211.58    never smoked 23.00           0
## 5064          Urban            179.38         Unknown 24.00           0
## 5065          Rural            193.88         Unknown 28.00           0
## 5066          Urban             89.01    never smoked 27.00           0
## 5067          Urban            118.41    never smoked 26.00           0
## 5068          Urban            138.51    never smoked 24.00           0
## 5069          Urban            120.03 formerly smoked 26.00           0
## 5070          Urban             91.01    never smoked 25.00           0
## 5071          Urban             61.98         Unknown 23.00           0
## 5072          Rural            135.32         Unknown 25.00           0
## 5073          Rural             58.72          smokes 25.00           0
## 5074          Urban             90.42    never smoked 25.00           0
## 5075          Urban            104.00          smokes 23.00           0
## 5076          Urban            102.50         Unknown 25.00           0
## 5077          Rural            174.37    never smoked 28.00           0
## 5078          Rural            106.56         Unknown 26.00           0
## 5079          Urban             76.31         Unknown 23.00           0
## 5080          Urban             77.28         Unknown 23.00           0
## 5081          Urban             90.52    never smoked 23.00           0
## 5082          Rural            108.35 formerly smoked 26.00           0
## 5083          Rural             72.03          smokes 26.00           0
## 5084          Urban             90.57         Unknown 27.00           0
## 5085          Rural             97.04          smokes 23.00           0
## 5086          Urban             83.89 formerly smoked 23.00           0
## 5087          Urban            152.56         Unknown 25.00           0
## 5088          Rural             75.93 formerly smoked 25.00           0
## 5089          Urban             76.89         Unknown 24.00           0
## 5090          Rural             62.13         Unknown 28.00           0
## 5091          Rural            100.85          smokes 27.00           0
## 5092          Rural             95.05    never smoked 23.00           0
## 5093          Urban             82.35    never smoked 26.00           0
## 5094          Rural             95.02          smokes 27.00           0
## 5095          Urban             82.38         Unknown 27.00           0
## 5096          Rural             79.15         Unknown 24.00           0
## 5097          Rural             76.62    never smoked 27.00           0
## 5098          Urban             91.68         Unknown 23.00           0
## 5099          Urban             71.88         Unknown 25.00           0
## 5100          Rural             83.94          smokes 28.52           0
## 5101          Rural             71.97    never smoked 25.00           0
## 5102          Urban             97.95         Unknown 28.00           0
## 5103          Rural             77.93    never smoked 25.00           0
## 5104          Urban             82.85         Unknown 22.51           0
## 5105          Rural            103.08         Unknown 29.38           0
## 5106          Urban             83.75    never smoked 25.00           0
## 5107          Urban            125.20    never smoked 25.00           0
## 5108          Rural             82.99    never smoked 23.00           0
## 5109          Rural            166.29 formerly smoked 27.00           0
## 5110          Urban             85.28         Unknown 23.00           0

new_st_model2_no_outliers$probability <- as.factor(new_st_model2_no_outliers$probability)

str(new_st_model2_no_outliers$probability)

##  Factor w/ 2 levels "0","1": 1 1 1 1 1 1 1 1 1 1 ...

str(new_st_model2_no_outliers$stroke)

##  Factor w/ 2 levels "0","1": 2 2 2 2 2 2 2 2 2 2 ...

#Confusion Matrix model 3 
confusionMatrix(new_st_model2_no_outliers$stroke, new_st_model2_no_outliers$probability)

## Confusion Matrix and Statistics
## 
##           Reference
## Prediction    0    1
##          0 4861    0
##          1  228    1
##                                           
##                Accuracy : 0.9552          
##                  95% CI : (0.9492, 0.9607)
##     No Information Rate : 0.9998          
##     P-Value [Acc > NIR] : 1               
##                                           
##                   Kappa : 0.0083          
##                                           
##  Mcnemar's Test P-Value : <2e-16          
##                                           
##             Sensitivity : 0.955197        
##             Specificity : 1.000000        
##          Pos Pred Value : 1.000000        
##          Neg Pred Value : 0.004367        
##              Prevalence : 0.999804        
##          Detection Rate : 0.955010        
##    Detection Prevalence : 0.955010        
##       Balanced Accuracy : 0.977599        
##                                           
##        'Positive' Class : 0               
##

#Balanced accuracy of model-3 is 97%

** OBSERVATION :- Balanced accuracy of model-3 is 97%

Based on the balanced accuracies ,sensitivity and specificity of model-2 & 3. We concluded that model-3 is the best fit with 97% accuracy rate, 95% sensitivity and 100% specificity.
Now, based on model 3 and the important variables used in this model we can conclude that the variable ‘Age’ has a major effect on stroke, followed by ‘Avg glucose levels’, ‘Hypertension’, ‘Smoking status - never smoked’, ‘BMI’, ‘Marital status - Married’, and ‘Heart diseade’.

Conclusion of this analysis

*Based on our analysis we can conclude, that participants in age range 40-60 are more vulnerable to stroke.

*Participants with preliminary diseases such as hypertension and heart disease have higher chances to get Stroke

*And other factors such as avg glucose levels ,Smoking status - never smoked , BMI, Marital status - Married.

For project use Project Presentation

Project

Project Presentation

STROKE ANALYSIS

03 December, 2021